{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "pcb_def_detTrain.ipynb",
      "provenance": [],
      "collapsed_sections": []
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    },
    "accelerator": "GPU"
  },
  "cells": [
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Mu9GiK2IPEhv",
        "outputId": "780baa80-ca0a-4889-8885-84eaa2e24ec3"
      },
      "source": [
        "from google.colab import drive\n",
        "drive.mount('/content/drive')"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Mounted at /content/drive\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "ht0HbTYUPgaU",
        "outputId": "9ade7974-364f-4282-ed51-e18178ee0059"
      },
      "source": [
        "!ls '/content/drive/My Drive/PCB defect detection'"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "darknet  images  pcb_def_det.ipynb\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "v2b0nwhHP6Mj"
      },
      "source": [
        "!unzip '/content/drive/My Drive/PCB defect detection/images/dataset.zip' -d '/content/drive/My Drive/PCB defect detection/'"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "RI57zYmKQKy3",
        "outputId": "b0eed859-fc09-44c3-8ab5-8d0d6c9fcbb0"
      },
      "source": [
        "!git clone 'https://github.com/AlexeyAB/darknet.git' '/content/drive/My Drive/PCB defect detection/darknet'"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Cloning into '/content/drive/My Drive/PCB defect detection/darknet'...\n",
            "remote: Enumerating objects: 15308, done.\u001b[K\n",
            "remote: Total 15308 (delta 0), reused 0 (delta 0), pack-reused 15308\u001b[K\n",
            "Receiving objects: 100% (15308/15308), 13.70 MiB | 6.92 MiB/s, done.\n",
            "Resolving deltas: 100% (10402/10402), done.\n",
            "Checking out files: 100% (2044/2044), done.\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "ZUBcHqLdResU",
        "outputId": "d763033e-5f4e-41d2-f180-2d0524d6c895"
      },
      "source": [
        "%cd '/content/drive/My Drive/PCB defect detection/darknet'\n",
        "!sed -i 's/OPENCV=0/OPENCV=1/' Makefile\n",
        "!sed -i 's/GPU=0/GPU=1/' Makefile\n",
        "!sed -i 's/CUDNN=0/CUDNN=1/' Makefile"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "/content/drive/My Drive/PCB defect detection/darknet\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "G4ApfdH5XqhY",
        "outputId": "feaf2969-2530-4219-e202-2496f30c5c5a"
      },
      "source": [
        "!/usr/local/cuda/bin/nvcc --version"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "nvcc: NVIDIA (R) Cuda compiler driver\n",
            "Copyright (c) 2005-2020 NVIDIA Corporation\n",
            "Built on Mon_Oct_12_20:09:46_PDT_2020\n",
            "Cuda compilation tools, release 11.1, V11.1.105\n",
            "Build cuda_11.1.TC455_06.29190527_0\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "1jLSsu6aR8Ht"
      },
      "source": [
        "!make"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "osXV36qMdU18",
        "outputId": "6344579c-7af6-409b-f72e-f19a29b09d41"
      },
      "source": [
        "%cd '/content/drive/My Drive/PCB defect detection/darknet'"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "/content/drive/My Drive/PCB defect detection/darknet\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "KDLoN6p9SEO8"
      },
      "source": [
        "!python generate_train.py"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "1DYVdUuedPx0",
        "outputId": "9407fcc7-d977-49d3-d5a6-4647979eb68d"
      },
      "source": [
        "!wget http://pjreddie.com/media/files/darknet53.conv.74"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "--2021-09-25 15:06:41--  http://pjreddie.com/media/files/darknet53.conv.74\n",
            "Resolving pjreddie.com (pjreddie.com)... 128.208.4.108\n",
            "Connecting to pjreddie.com (pjreddie.com)|128.208.4.108|:80... connected.\n",
            "HTTP request sent, awaiting response... 301 Moved Permanently\n",
            "Location: https://pjreddie.com/media/files/darknet53.conv.74 [following]\n",
            "--2021-09-25 15:06:41--  https://pjreddie.com/media/files/darknet53.conv.74\n",
            "Connecting to pjreddie.com (pjreddie.com)|128.208.4.108|:443... connected.\n",
            "HTTP request sent, awaiting response... 200 OK\n",
            "Length: 162482580 (155M) [application/octet-stream]\n",
            "Saving to: ‘darknet53.conv.74’\n",
            "\n",
            "darknet53.conv.74   100%[===================>] 154.96M  19.6MB/s    in 8.8s    \n",
            "\n",
            "2021-09-25 15:06:50 (17.7 MB/s) - ‘darknet53.conv.74’ saved [162482580/162482580]\n",
            "\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "eQJ_lNtchDdt",
        "outputId": "3f0aacdc-5366-456b-b4eb-d282ba77abd4"
      },
      "source": [
        "%cd '/content/drive/My Drive/PCB defect detection/darknet'"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "/content/drive/My Drive/PCB defect detection/darknet\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "N539zYMzh3ug"
      },
      "source": [
        "!chmod +x ./darknet"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "wmxKSdO_nbMu"
      },
      "source": [
        "!ln -s /content/drive/My\\ Drive/ /mydrive"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "cvCilNq0fnnb",
        "outputId": "6fae5711-6ed5-4092-a4e7-d50aed39fc40"
      },
      "source": [
        "!./darknet detector train data/custom.data cfg/yolov3-tiny-custom.cfg darknet53.conv.74 -dont_show"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\u001b[1;30;43mStreaming output truncated to the last 5000 lines.\u001b[0m\n",
            " total_bbox = 3792265, rewritten_bbox = 0.034808 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.602827), count: 2, class_loss = 0.031211, iou_loss = 0.010840, total_loss = 0.042051 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.813856), count: 153, class_loss = 0.598740, iou_loss = 0.392840, total_loss = 0.991580 \n",
            " total_bbox = 3792420, rewritten_bbox = 0.034806 % \n",
            "\n",
            " 11446: 0.536514, 0.624497 avg loss, 0.000010 rate, 1.110977 seconds, 732544 images, 0.203128 hours left\n",
            "Loaded: 0.000068 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.584751), count: 3, class_loss = 0.076907, iou_loss = 0.109787, total_loss = 0.186694 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.800633), count: 154, class_loss = 0.900266, iou_loss = 0.473061, total_loss = 1.373327 \n",
            " total_bbox = 3792577, rewritten_bbox = 0.034805 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.684521), count: 2, class_loss = 0.021012, iou_loss = 0.014101, total_loss = 0.035113 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.801041), count: 170, class_loss = 0.921791, iou_loss = 0.479632, total_loss = 1.401423 \n",
            " total_bbox = 3792749, rewritten_bbox = 0.034803 % \n",
            "\n",
            " 11447: 0.749139, 0.636962 avg loss, 0.000010 rate, 1.129769 seconds, 732608 images, 0.202807 hours left\n",
            "Loaded: 0.000052 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.000263, iou_loss = 0.000000, total_loss = 0.000263 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.787742), count: 171, class_loss = 0.915632, iou_loss = 0.629699, total_loss = 1.545331 \n",
            " total_bbox = 3792920, rewritten_bbox = 0.034802 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.610143), count: 2, class_loss = 0.016083, iou_loss = 0.014215, total_loss = 0.030298 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.802540), count: 176, class_loss = 1.031469, iou_loss = 0.507727, total_loss = 1.539196 \n",
            " total_bbox = 3793098, rewritten_bbox = 0.034800 % \n",
            "\n",
            " 11448: 0.778772, 0.651143 avg loss, 0.000010 rate, 1.129166 seconds, 732672 images, 0.202514 hours left\n",
            "Loaded: 0.000073 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.000059, iou_loss = 0.000000, total_loss = 0.000059 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.800406), count: 158, class_loss = 0.642929, iou_loss = 0.486500, total_loss = 1.129429 \n",
            " total_bbox = 3793256, rewritten_bbox = 0.034799 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.002381, iou_loss = 0.000000, total_loss = 0.002381 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.790875), count: 166, class_loss = 0.602500, iou_loss = 0.582509, total_loss = 1.185009 \n",
            " total_bbox = 3793422, rewritten_bbox = 0.034797 % \n",
            "\n",
            " 11449: 0.579219, 0.643950 avg loss, 0.000010 rate, 1.117607 seconds, 732736 images, 0.202221 hours left\n",
            "Loaded: 0.000057 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.537357), count: 1, class_loss = 0.031218, iou_loss = 0.027137, total_loss = 0.058354 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.808653), count: 171, class_loss = 0.612297, iou_loss = 0.452714, total_loss = 1.065011 \n",
            " total_bbox = 3793594, rewritten_bbox = 0.034796 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.740259), count: 2, class_loss = 0.039883, iou_loss = 0.012145, total_loss = 0.052028 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.798260), count: 159, class_loss = 1.195746, iou_loss = 0.533401, total_loss = 1.729147 \n",
            " total_bbox = 3793755, rewritten_bbox = 0.034820 % \n",
            "\n",
            " 11450: 0.726135, 0.652169 avg loss, 0.000010 rate, 1.148050 seconds, 732800 images, 0.201909 hours left\n",
            "Loaded: 0.000070 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.638834), count: 2, class_loss = 0.098560, iou_loss = 0.021253, total_loss = 0.119813 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.804783), count: 162, class_loss = 0.722397, iou_loss = 0.431246, total_loss = 1.153643 \n",
            " total_bbox = 3793919, rewritten_bbox = 0.034819 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.772483), count: 1, class_loss = 0.006340, iou_loss = 0.004377, total_loss = 0.010717 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.806441), count: 155, class_loss = 0.608310, iou_loss = 0.464010, total_loss = 1.072320 \n",
            " total_bbox = 3794075, rewritten_bbox = 0.034817 % \n",
            "\n",
            " 11451: 0.589123, 0.645864 avg loss, 0.000010 rate, 1.116602 seconds, 732864 images, 0.201644 hours left\n",
            "Loaded: 0.000046 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.708159), count: 2, class_loss = 0.002742, iou_loss = 0.010959, total_loss = 0.013700 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.809521), count: 163, class_loss = 0.494222, iou_loss = 0.425319, total_loss = 0.919541 \n",
            " total_bbox = 3794240, rewritten_bbox = 0.034816 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.755508), count: 6, class_loss = 0.054615, iou_loss = 0.030890, total_loss = 0.085505 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.788067), count: 147, class_loss = 0.880407, iou_loss = 0.621012, total_loss = 1.501419 \n",
            " total_bbox = 3794393, rewritten_bbox = 0.034815 % \n",
            "\n",
            " 11452: 0.630041, 0.644282 avg loss, 0.000010 rate, 1.114250 seconds, 732928 images, 0.201331 hours left\n",
            "Loaded: 0.000069 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.646049), count: 3, class_loss = 0.082882, iou_loss = 0.026958, total_loss = 0.109840 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.798206), count: 159, class_loss = 0.600914, iou_loss = 0.487557, total_loss = 1.088471 \n",
            " total_bbox = 3794555, rewritten_bbox = 0.034813 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.003364, iou_loss = 0.000000, total_loss = 0.003364 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.798860), count: 146, class_loss = 0.510523, iou_loss = 0.415810, total_loss = 0.926333 \n",
            " total_bbox = 3794701, rewritten_bbox = 0.034812 % \n",
            "\n",
            " 11453: 0.532002, 0.633054 avg loss, 0.000010 rate, 1.105167 seconds, 732992 images, 0.201014 hours left\n",
            "Loaded: 0.000059 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.780028), count: 1, class_loss = 0.005865, iou_loss = 0.003326, total_loss = 0.009191 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.794808), count: 156, class_loss = 0.857237, iou_loss = 0.481730, total_loss = 1.338968 \n",
            " total_bbox = 3794858, rewritten_bbox = 0.034810 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.694553), count: 4, class_loss = 0.086624, iou_loss = 0.028024, total_loss = 0.114648 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.820818), count: 166, class_loss = 0.504489, iou_loss = 0.367823, total_loss = 0.872312 \n",
            " total_bbox = 3795028, rewritten_bbox = 0.034809 % \n",
            "\n",
            " 11454: 0.583780, 0.628126 avg loss, 0.000010 rate, 1.122592 seconds, 733056 images, 0.200683 hours left\n",
            "Loaded: 0.000095 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.896110), count: 1, class_loss = 0.000001, iou_loss = 0.000669, total_loss = 0.000670 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.810671), count: 182, class_loss = 0.617834, iou_loss = 0.475717, total_loss = 1.093551 \n",
            " total_bbox = 3795211, rewritten_bbox = 0.034807 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.612836), count: 5, class_loss = 0.128165, iou_loss = 0.058161, total_loss = 0.186326 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.795240), count: 164, class_loss = 0.951762, iou_loss = 0.559071, total_loss = 1.510833 \n",
            " total_bbox = 3795380, rewritten_bbox = 0.034805 % \n",
            "\n",
            " 11455: 0.697845, 0.635098 avg loss, 0.000010 rate, 1.144888 seconds, 733120 images, 0.200379 hours left\n",
            "Loaded: 0.000064 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.000136, iou_loss = 0.000000, total_loss = 0.000136 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.806915), count: 176, class_loss = 0.849109, iou_loss = 0.456611, total_loss = 1.305720 \n",
            " total_bbox = 3795556, rewritten_bbox = 0.034804 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.001151, iou_loss = 0.000000, total_loss = 0.001151 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.791781), count: 180, class_loss = 0.778668, iou_loss = 0.627922, total_loss = 1.406590 \n",
            " total_bbox = 3795736, rewritten_bbox = 0.034802 % \n",
            "\n",
            " 11456: 0.678399, 0.639428 avg loss, 0.000010 rate, 1.086108 seconds, 733184 images, 0.200108 hours left\n",
            "Loaded: 0.000048 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.618980), count: 3, class_loss = 0.102973, iou_loss = 0.035513, total_loss = 0.138486 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.794158), count: 161, class_loss = 0.627337, iou_loss = 0.493299, total_loss = 1.120636 \n",
            " total_bbox = 3795900, rewritten_bbox = 0.034801 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.763295), count: 1, class_loss = 0.000632, iou_loss = 0.003774, total_loss = 0.004406 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.797381), count: 168, class_loss = 0.785847, iou_loss = 0.524587, total_loss = 1.310434 \n",
            " total_bbox = 3796069, rewritten_bbox = 0.034799 % \n",
            "\n",
            " 11457: 0.643491, 0.639835 avg loss, 0.000010 rate, 1.101739 seconds, 733248 images, 0.199749 hours left\n",
            "Loaded: 0.000065 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.830563), count: 1, class_loss = 0.038890, iou_loss = 0.001981, total_loss = 0.040871 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.800293), count: 172, class_loss = 0.608748, iou_loss = 0.529261, total_loss = 1.138009 \n",
            " total_bbox = 3796242, rewritten_bbox = 0.034798 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.000514, iou_loss = 0.000000, total_loss = 0.000514 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.808294), count: 176, class_loss = 0.607984, iou_loss = 0.482080, total_loss = 1.090064 \n",
            " total_bbox = 3796418, rewritten_bbox = 0.034796 % \n",
            "\n",
            " 11458: 0.567365, 0.632588 avg loss, 0.000010 rate, 1.124572 seconds, 733312 images, 0.199413 hours left\n",
            "Loaded: 0.000043 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.691622), count: 2, class_loss = 0.066270, iou_loss = 0.021991, total_loss = 0.088261 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.795881), count: 172, class_loss = 0.813034, iou_loss = 0.519581, total_loss = 1.332615 \n",
            " total_bbox = 3796592, rewritten_bbox = 0.034794 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.014477, iou_loss = 0.000000, total_loss = 0.014477 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.805136), count: 163, class_loss = 0.811087, iou_loss = 0.477906, total_loss = 1.288993 \n",
            " total_bbox = 3796755, rewritten_bbox = 0.034793 % \n",
            "\n",
            " 11459: 0.681086, 0.637437 avg loss, 0.000010 rate, 1.112002 seconds, 733376 images, 0.199112 hours left\n",
            "Loaded: 0.000040 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.603946), count: 1, class_loss = 0.000255, iou_loss = 0.015874, total_loss = 0.016129 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.802940), count: 155, class_loss = 0.643705, iou_loss = 0.451712, total_loss = 1.095417 \n",
            " total_bbox = 3796911, rewritten_bbox = 0.034791 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.756591), count: 3, class_loss = 0.031800, iou_loss = 0.007451, total_loss = 0.039251 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.819649), count: 170, class_loss = 0.571322, iou_loss = 0.404501, total_loss = 0.975823 \n",
            " total_bbox = 3797084, rewritten_bbox = 0.034790 % \n",
            "\n",
            " 11460: 0.531655, 0.626859 avg loss, 0.000010 rate, 1.087543 seconds, 733440 images, 0.198792 hours left\n",
            "Loaded: 0.000082 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.002308, iou_loss = 0.000000, total_loss = 0.002308 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.806828), count: 164, class_loss = 0.906072, iou_loss = 0.447558, total_loss = 1.353630 \n",
            " total_bbox = 3797248, rewritten_bbox = 0.034788 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.661852), count: 3, class_loss = 0.030921, iou_loss = 0.020028, total_loss = 0.050949 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.811069), count: 174, class_loss = 0.733065, iou_loss = 0.414543, total_loss = 1.147608 \n",
            " total_bbox = 3797425, rewritten_bbox = 0.034787 % \n",
            "\n",
            " 11461: 0.638624, 0.628036 avg loss, 0.000010 rate, 1.145230 seconds, 733504 images, 0.198436 hours left\n",
            "Loaded: 0.000065 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.735546), count: 3, class_loss = 0.032487, iou_loss = 0.010115, total_loss = 0.042602 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.811411), count: 173, class_loss = 0.823326, iou_loss = 0.436884, total_loss = 1.260210 \n",
            " total_bbox = 3797601, rewritten_bbox = 0.034785 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.684662), count: 6, class_loss = 0.121011, iou_loss = 0.068075, total_loss = 0.189087 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.797438), count: 180, class_loss = 0.864382, iou_loss = 0.581595, total_loss = 1.445976 \n",
            " total_bbox = 3797787, rewritten_bbox = 0.034783 % \n",
            "\n",
            " 11462: 0.734469, 0.638679 avg loss, 0.000010 rate, 1.126683 seconds, 733568 images, 0.198166 hours left\n",
            "Loaded: 0.000061 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.729473), count: 1, class_loss = 0.032640, iou_loss = 0.006073, total_loss = 0.038713 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.799322), count: 166, class_loss = 0.805725, iou_loss = 0.534364, total_loss = 1.340090 \n",
            " total_bbox = 3797954, rewritten_bbox = 0.034782 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.000018, iou_loss = 0.000000, total_loss = 0.000018 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.794730), count: 157, class_loss = 0.616741, iou_loss = 0.465950, total_loss = 1.082691 \n",
            " total_bbox = 3798110, rewritten_bbox = 0.034780 % \n",
            "\n",
            " 11463: 0.615378, 0.636349 avg loss, 0.000010 rate, 1.107174 seconds, 733632 images, 0.197868 hours left\n",
            "Loaded: 0.000039 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.796202), count: 1, class_loss = 0.002879, iou_loss = 0.002283, total_loss = 0.005162 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.816027), count: 178, class_loss = 0.534551, iou_loss = 0.421178, total_loss = 0.955729 \n",
            " total_bbox = 3798289, rewritten_bbox = 0.034779 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.925387), count: 1, class_loss = 0.033037, iou_loss = 0.000267, total_loss = 0.033304 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.787979), count: 171, class_loss = 0.879442, iou_loss = 0.622999, total_loss = 1.502441 \n",
            " total_bbox = 3798461, rewritten_bbox = 0.034777 % \n",
            "\n",
            " 11464: 0.624159, 0.635130 avg loss, 0.000010 rate, 1.140040 seconds, 733696 images, 0.197541 hours left\n",
            "Loaded: 0.000082 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.842677), count: 2, class_loss = 0.004466, iou_loss = 0.004312, total_loss = 0.008778 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.801642), count: 171, class_loss = 0.919156, iou_loss = 0.548586, total_loss = 1.467742 \n",
            " total_bbox = 3798634, rewritten_bbox = 0.034776 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.710003), count: 3, class_loss = 0.001727, iou_loss = 0.019409, total_loss = 0.021135 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.789517), count: 161, class_loss = 0.738592, iou_loss = 0.559411, total_loss = 1.298003 \n",
            " total_bbox = 3798798, rewritten_bbox = 0.034774 % \n",
            "\n",
            " 11465: 0.698915, 0.641508 avg loss, 0.000010 rate, 1.109945 seconds, 733760 images, 0.197264 hours left\n",
            "Loaded: 0.000044 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.582263), count: 1, class_loss = 0.000060, iou_loss = 0.004324, total_loss = 0.004385 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.803403), count: 174, class_loss = 0.771120, iou_loss = 0.540738, total_loss = 1.311858 \n",
            " total_bbox = 3798973, rewritten_bbox = 0.034773 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.000029, iou_loss = 0.000000, total_loss = 0.000029 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.802204), count: 173, class_loss = 0.679384, iou_loss = 0.579017, total_loss = 1.258401 \n",
            " total_bbox = 3799146, rewritten_bbox = 0.034797 % \n",
            "\n",
            " 11466: 0.643668, 0.641724 avg loss, 0.000010 rate, 1.115604 seconds, 733824 images, 0.196941 hours left\n",
            "Loaded: 0.000045 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.793802), count: 5, class_loss = 0.085297, iou_loss = 0.018189, total_loss = 0.103486 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.812775), count: 156, class_loss = 0.905505, iou_loss = 0.402487, total_loss = 1.307992 \n",
            " total_bbox = 3799307, rewritten_bbox = 0.034796 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.713411), count: 4, class_loss = 0.089137, iou_loss = 0.037869, total_loss = 0.127005 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.817035), count: 171, class_loss = 0.582328, iou_loss = 0.445405, total_loss = 1.027734 \n",
            " total_bbox = 3799482, rewritten_bbox = 0.034794 % \n",
            "\n",
            " 11467: 0.641554, 0.641707 avg loss, 0.000010 rate, 1.137735 seconds, 733888 images, 0.196626 hours left\n",
            "Loaded: 0.000101 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.778621), count: 3, class_loss = 0.033362, iou_loss = 0.008853, total_loss = 0.042215 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.810706), count: 190, class_loss = 0.552041, iou_loss = 0.500117, total_loss = 1.052158 \n",
            " total_bbox = 3799675, rewritten_bbox = 0.034792 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.756461), count: 1, class_loss = 0.002611, iou_loss = 0.004803, total_loss = 0.007415 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.796246), count: 153, class_loss = 0.857431, iou_loss = 0.524821, total_loss = 1.382252 \n",
            " total_bbox = 3799829, rewritten_bbox = 0.034791 % \n",
            "\n",
            " 11468: 0.621010, 0.639638 avg loss, 0.000010 rate, 1.115922 seconds, 733952 images, 0.196344 hours left\n",
            "Loaded: 0.000092 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.570780), count: 2, class_loss = 0.044879, iou_loss = 0.055498, total_loss = 0.100377 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.804854), count: 162, class_loss = 0.704757, iou_loss = 0.518244, total_loss = 1.223001 \n",
            " total_bbox = 3799993, rewritten_bbox = 0.034790 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.808433), count: 1, class_loss = 0.000840, iou_loss = 0.001772, total_loss = 0.002612 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.795494), count: 163, class_loss = 1.065284, iou_loss = 0.484434, total_loss = 1.549719 \n",
            " total_bbox = 3800157, rewritten_bbox = 0.034788 % \n",
            "\n",
            " 11469: 0.718927, 0.647566 avg loss, 0.000010 rate, 1.121153 seconds, 734016 images, 0.196030 hours left\n",
            "Loaded: 0.000053 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.682057), count: 2, class_loss = 0.082541, iou_loss = 0.015412, total_loss = 0.097953 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.802127), count: 166, class_loss = 0.788704, iou_loss = 0.501004, total_loss = 1.289708 \n",
            " total_bbox = 3800325, rewritten_bbox = 0.034787 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.697795), count: 3, class_loss = 0.040381, iou_loss = 0.012087, total_loss = 0.052467 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.804750), count: 173, class_loss = 0.697993, iou_loss = 0.472987, total_loss = 1.170979 \n",
            " total_bbox = 3800501, rewritten_bbox = 0.034785 % \n",
            "\n",
            " 11470: 0.652777, 0.648088 avg loss, 0.000010 rate, 1.127380 seconds, 734080 images, 0.195724 hours left\n",
            "Loaded: 0.000093 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.605670), count: 1, class_loss = 0.075184, iou_loss = 0.012467, total_loss = 0.087652 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.808623), count: 161, class_loss = 0.884214, iou_loss = 0.447148, total_loss = 1.331362 \n",
            " total_bbox = 3800663, rewritten_bbox = 0.034783 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.715587), count: 2, class_loss = 0.034547, iou_loss = 0.015725, total_loss = 0.050272 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.798957), count: 156, class_loss = 0.682897, iou_loss = 0.471026, total_loss = 1.153923 \n",
            " total_bbox = 3800821, rewritten_bbox = 0.034782 % \n",
            "\n",
            " 11471: 0.655802, 0.648859 avg loss, 0.000010 rate, 1.110987 seconds, 734144 images, 0.195426 hours left\n",
            "Loaded: 0.000090 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.720861), count: 4, class_loss = 0.030567, iou_loss = 0.018080, total_loss = 0.048647 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.805351), count: 191, class_loss = 0.948699, iou_loss = 0.502843, total_loss = 1.451542 \n",
            " total_bbox = 3801016, rewritten_bbox = 0.034780 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.827469), count: 2, class_loss = 0.026891, iou_loss = 0.003605, total_loss = 0.030496 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.791703), count: 160, class_loss = 0.714440, iou_loss = 0.565590, total_loss = 1.280030 \n",
            " total_bbox = 3801178, rewritten_bbox = 0.034779 % \n",
            "\n",
            " 11472: 0.702679, 0.654241 avg loss, 0.000010 rate, 1.125617 seconds, 734208 images, 0.195105 hours left\n",
            "Loaded: 0.000056 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.573424), count: 1, class_loss = 0.023543, iou_loss = 0.018676, total_loss = 0.042220 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.791921), count: 161, class_loss = 0.783804, iou_loss = 0.577109, total_loss = 1.360913 \n",
            " total_bbox = 3801340, rewritten_bbox = 0.034777 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.471154), count: 1, class_loss = 0.002201, iou_loss = 0.006562, total_loss = 0.008762 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.792291), count: 166, class_loss = 0.639257, iou_loss = 0.553074, total_loss = 1.192331 \n",
            " total_bbox = 3801507, rewritten_bbox = 0.034776 % \n",
            "\n",
            " 11473: 0.651056, 0.653923 avg loss, 0.000010 rate, 1.117811 seconds, 734272 images, 0.194805 hours left\n",
            "Loaded: 0.000096 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.732615), count: 4, class_loss = 0.029256, iou_loss = 0.019635, total_loss = 0.048892 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.801835), count: 175, class_loss = 0.926200, iou_loss = 0.498952, total_loss = 1.425152 \n",
            " total_bbox = 3801686, rewritten_bbox = 0.034774 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.823867), count: 2, class_loss = 0.008526, iou_loss = 0.003789, total_loss = 0.012316 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.799239), count: 170, class_loss = 0.606113, iou_loss = 0.536383, total_loss = 1.142496 \n",
            " total_bbox = 3801858, rewritten_bbox = 0.034772 % \n",
            "\n",
            " 11474: 0.657214, 0.654252 avg loss, 0.000010 rate, 1.125510 seconds, 734336 images, 0.194493 hours left\n",
            "Loaded: 0.000056 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.811201), count: 2, class_loss = 0.010541, iou_loss = 0.004235, total_loss = 0.014777 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.808624), count: 155, class_loss = 0.588151, iou_loss = 0.426704, total_loss = 1.014855 \n",
            " total_bbox = 3802015, rewritten_bbox = 0.034771 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.003294, iou_loss = 0.000000, total_loss = 0.003294 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.802357), count: 176, class_loss = 0.878335, iou_loss = 0.539155, total_loss = 1.417490 \n",
            " total_bbox = 3802191, rewritten_bbox = 0.034769 % \n",
            "\n",
            " 11475: 0.612604, 0.650087 avg loss, 0.000010 rate, 1.202310 seconds, 734400 images, 0.194193 hours left\n",
            "Loaded: 0.000069 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.724059), count: 1, class_loss = 0.000189, iou_loss = 0.004371, total_loss = 0.004560 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.815852), count: 176, class_loss = 0.748768, iou_loss = 0.438650, total_loss = 1.187418 \n",
            " total_bbox = 3802368, rewritten_bbox = 0.034768 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.001645, iou_loss = 0.000000, total_loss = 0.001645 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.794621), count: 159, class_loss = 0.646408, iou_loss = 0.599486, total_loss = 1.245894 \n",
            " total_bbox = 3802527, rewritten_bbox = 0.034766 % \n",
            "\n",
            " 11476: 0.609879, 0.646066 avg loss, 0.000010 rate, 1.115813 seconds, 734464 images, 0.194005 hours left\n",
            "Loaded: 0.000074 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.741388), count: 1, class_loss = 0.030270, iou_loss = 0.005819, total_loss = 0.036089 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.818250), count: 168, class_loss = 0.550595, iou_loss = 0.404084, total_loss = 0.954679 \n",
            " total_bbox = 3802696, rewritten_bbox = 0.034765 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.812348), count: 1, class_loss = 0.000054, iou_loss = 0.000449, total_loss = 0.000503 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.808301), count: 162, class_loss = 0.777581, iou_loss = 0.424496, total_loss = 1.202078 \n",
            " total_bbox = 3802859, rewritten_bbox = 0.034763 % \n",
            "\n",
            " 11477: 0.548337, 0.636293 avg loss, 0.000010 rate, 1.102534 seconds, 734528 images, 0.193689 hours left\n",
            "Loaded: 0.000063 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.815708), count: 1, class_loss = 0.001797, iou_loss = 0.002244, total_loss = 0.004040 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.808191), count: 144, class_loss = 0.435721, iou_loss = 0.378324, total_loss = 0.814044 \n",
            " total_bbox = 3803004, rewritten_bbox = 0.034762 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.525849), count: 2, class_loss = 0.063796, iou_loss = 0.028340, total_loss = 0.092135 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.794668), count: 149, class_loss = 0.761815, iou_loss = 0.443123, total_loss = 1.204938 \n",
            " total_bbox = 3803155, rewritten_bbox = 0.034761 % \n",
            "\n",
            " 11478: 0.528790, 0.625543 avg loss, 0.000010 rate, 1.130344 seconds, 734592 images, 0.193354 hours left\n",
            "Loaded: 0.000077 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.000054, iou_loss = 0.000000, total_loss = 0.000054 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.780164), count: 150, class_loss = 0.968701, iou_loss = 0.544788, total_loss = 1.513489 \n",
            " total_bbox = 3803305, rewritten_bbox = 0.034759 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.529939), count: 1, class_loss = 0.032323, iou_loss = 0.025430, total_loss = 0.057754 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.797583), count: 178, class_loss = 0.631066, iou_loss = 0.567363, total_loss = 1.198429 \n",
            " total_bbox = 3803484, rewritten_bbox = 0.034758 % \n",
            "\n",
            " 11479: 0.692431, 0.632232 avg loss, 0.000010 rate, 1.096167 seconds, 734656 images, 0.193059 hours left\n",
            "Loaded: 0.000070 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.011596, iou_loss = 0.000000, total_loss = 0.011596 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.801172), count: 165, class_loss = 0.991585, iou_loss = 0.486872, total_loss = 1.478457 \n",
            " total_bbox = 3803649, rewritten_bbox = 0.034756 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.726153), count: 4, class_loss = 0.081506, iou_loss = 0.025643, total_loss = 0.107149 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.805394), count: 157, class_loss = 0.792155, iou_loss = 0.416487, total_loss = 1.208642 \n",
            " total_bbox = 3803810, rewritten_bbox = 0.034755 % \n",
            "\n",
            " 11480: 0.701461, 0.639155 avg loss, 0.000010 rate, 1.121156 seconds, 734720 images, 0.192715 hours left\n",
            "Loaded: 0.000071 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.000228, iou_loss = 0.000000, total_loss = 0.000228 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.794806), count: 159, class_loss = 0.801037, iou_loss = 0.506837, total_loss = 1.307873 \n",
            " total_bbox = 3803969, rewritten_bbox = 0.034753 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.689766), count: 2, class_loss = 0.002767, iou_loss = 0.018470, total_loss = 0.021237 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.810450), count: 168, class_loss = 0.457853, iou_loss = 0.417326, total_loss = 0.875178 \n",
            " total_bbox = 3804139, rewritten_bbox = 0.034752 % \n",
            "\n",
            " 11481: 0.551129, 0.630352 avg loss, 0.000010 rate, 1.105338 seconds, 734784 images, 0.192408 hours left\n",
            "Loaded: 0.000069 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.752985), count: 1, class_loss = 0.012335, iou_loss = 0.003248, total_loss = 0.015583 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.805002), count: 151, class_loss = 0.490220, iou_loss = 0.435318, total_loss = 0.925539 \n",
            " total_bbox = 3804291, rewritten_bbox = 0.034750 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.044912, iou_loss = 0.000000, total_loss = 0.044912 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.797553), count: 167, class_loss = 0.669853, iou_loss = 0.489125, total_loss = 1.158978 \n",
            " total_bbox = 3804458, rewritten_bbox = 0.034749 % \n",
            "\n",
            " 11482: 0.536253, 0.620942 avg loss, 0.000010 rate, 1.123151 seconds, 734848 images, 0.192077 hours left\n",
            "Loaded: 0.000043 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.000136, iou_loss = 0.000000, total_loss = 0.000136 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.806706), count: 168, class_loss = 0.590511, iou_loss = 0.426831, total_loss = 1.017341 \n",
            " total_bbox = 3804626, rewritten_bbox = 0.034747 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.775229), count: 1, class_loss = 0.000106, iou_loss = 0.002604, total_loss = 0.002710 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.804141), count: 156, class_loss = 0.728361, iou_loss = 0.398645, total_loss = 1.127006 \n",
            " total_bbox = 3804783, rewritten_bbox = 0.034746 % \n",
            "\n",
            " 11483: 0.536798, 0.612528 avg loss, 0.000010 rate, 1.130691 seconds, 734912 images, 0.191773 hours left\n",
            "Loaded: 0.000044 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.705926), count: 4, class_loss = 0.037610, iou_loss = 0.045641, total_loss = 0.083251 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.798937), count: 170, class_loss = 0.891695, iou_loss = 0.595151, total_loss = 1.486846 \n",
            " total_bbox = 3804957, rewritten_bbox = 0.034744 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.726089), count: 2, class_loss = 0.036971, iou_loss = 0.013305, total_loss = 0.050277 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.802434), count: 170, class_loss = 0.736190, iou_loss = 0.553991, total_loss = 1.290182 \n",
            " total_bbox = 3805129, rewritten_bbox = 0.034743 % \n",
            "\n",
            " 11484: 0.727639, 0.624039 avg loss, 0.000010 rate, 1.095966 seconds, 734976 images, 0.191479 hours left\n",
            "Loaded: 0.000071 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.656433), count: 1, class_loss = 0.004539, iou_loss = 0.006170, total_loss = 0.010708 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.808577), count: 183, class_loss = 0.472935, iou_loss = 0.476683, total_loss = 0.949619 \n",
            " total_bbox = 3805313, rewritten_bbox = 0.034741 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.928203), count: 1, class_loss = 0.000994, iou_loss = 0.000346, total_loss = 0.001341 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.808712), count: 160, class_loss = 0.852508, iou_loss = 0.441834, total_loss = 1.294342 \n",
            " total_bbox = 3805474, rewritten_bbox = 0.034739 % \n",
            "\n",
            " 11485: 0.564002, 0.618035 avg loss, 0.000010 rate, 1.118667 seconds, 735040 images, 0.191135 hours left\n",
            "Loaded: 0.000049 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.775224), count: 1, class_loss = 0.003812, iou_loss = 0.003145, total_loss = 0.006957 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.792865), count: 152, class_loss = 0.776567, iou_loss = 0.468611, total_loss = 1.245179 \n",
            " total_bbox = 3805627, rewritten_bbox = 0.034738 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.641542), count: 2, class_loss = 0.013231, iou_loss = 0.015222, total_loss = 0.028452 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.796488), count: 171, class_loss = 0.887195, iou_loss = 0.689459, total_loss = 1.576655 \n",
            " total_bbox = 3805800, rewritten_bbox = 0.034736 % \n",
            "\n",
            " 11486: 0.714311, 0.627663 avg loss, 0.000010 rate, 1.134232 seconds, 735104 images, 0.190824 hours left\n",
            "Loaded: 0.000065 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.739338), count: 1, class_loss = 0.007684, iou_loss = 0.004232, total_loss = 0.011915 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.787161), count: 153, class_loss = 0.785727, iou_loss = 0.554294, total_loss = 1.340021 \n",
            " total_bbox = 3805954, rewritten_bbox = 0.034761 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.736734), count: 3, class_loss = 0.005304, iou_loss = 0.022204, total_loss = 0.027508 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.802527), count: 145, class_loss = 0.980396, iou_loss = 0.426240, total_loss = 1.406636 \n",
            " total_bbox = 3806102, rewritten_bbox = 0.034760 % \n",
            "\n",
            " 11487: 0.696520, 0.634548 avg loss, 0.000010 rate, 1.094793 seconds, 735168 images, 0.190535 hours left\n",
            "Loaded: 0.000077 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.703468), count: 1, class_loss = 0.003033, iou_loss = 0.004886, total_loss = 0.007918 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.788584), count: 168, class_loss = 0.701952, iou_loss = 0.542118, total_loss = 1.244070 \n",
            " total_bbox = 3806271, rewritten_bbox = 0.034758 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.534305), count: 2, class_loss = 0.028558, iou_loss = 0.010569, total_loss = 0.039128 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.807991), count: 166, class_loss = 0.614147, iou_loss = 0.440547, total_loss = 1.054694 \n",
            " total_bbox = 3806439, rewritten_bbox = 0.034757 % \n",
            "\n",
            " 11488: 0.586453, 0.629739 avg loss, 0.000010 rate, 1.114852 seconds, 735232 images, 0.190190 hours left\n",
            "Loaded: 0.000050 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.000176, iou_loss = 0.000000, total_loss = 0.000176 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.793907), count: 164, class_loss = 0.465897, iou_loss = 0.540422, total_loss = 1.006319 \n",
            " total_bbox = 3806603, rewritten_bbox = 0.034755 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.519752), count: 1, class_loss = 0.020946, iou_loss = 0.015546, total_loss = 0.036492 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.798594), count: 173, class_loss = 0.658859, iou_loss = 0.537174, total_loss = 1.196033 \n",
            " total_bbox = 3806777, rewritten_bbox = 0.034754 % \n",
            "\n",
            " 11489: 0.559755, 0.622740 avg loss, 0.000010 rate, 1.119827 seconds, 735296 images, 0.189874 hours left\n",
            "Loaded: 0.000047 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.822190), count: 1, class_loss = 0.001265, iou_loss = 0.002618, total_loss = 0.003883 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.813689), count: 185, class_loss = 0.647635, iou_loss = 0.469366, total_loss = 1.117002 \n",
            " total_bbox = 3806963, rewritten_bbox = 0.034752 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.642096), count: 3, class_loss = 0.022421, iou_loss = 0.017089, total_loss = 0.039510 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.810076), count: 171, class_loss = 0.569363, iou_loss = 0.423630, total_loss = 0.992993 \n",
            " total_bbox = 3807137, rewritten_bbox = 0.034751 % \n",
            "\n",
            " 11490: 0.538347, 0.614301 avg loss, 0.000010 rate, 1.111862 seconds, 735360 images, 0.189565 hours left\n",
            "Loaded: 0.000044 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.628977), count: 5, class_loss = 0.150094, iou_loss = 0.065613, total_loss = 0.215707 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.792631), count: 151, class_loss = 0.950130, iou_loss = 0.457060, total_loss = 1.407190 \n",
            " total_bbox = 3807293, rewritten_bbox = 0.034749 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.000148, iou_loss = 0.000000, total_loss = 0.000148 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.792888), count: 174, class_loss = 0.652662, iou_loss = 0.538585, total_loss = 1.191246 \n",
            " total_bbox = 3807467, rewritten_bbox = 0.034774 % \n",
            "\n",
            " 11491: 0.703573, 0.623228 avg loss, 0.000010 rate, 1.119588 seconds, 735424 images, 0.189245 hours left\n",
            "Loaded: 0.000037 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.721598), count: 1, class_loss = 0.000126, iou_loss = 0.004648, total_loss = 0.004774 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.796459), count: 176, class_loss = 0.635340, iou_loss = 0.512779, total_loss = 1.148119 \n",
            " total_bbox = 3807644, rewritten_bbox = 0.034798 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.733289), count: 4, class_loss = 0.043660, iou_loss = 0.009095, total_loss = 0.052756 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.808432), count: 174, class_loss = 0.705787, iou_loss = 0.553391, total_loss = 1.259178 \n",
            " total_bbox = 3807822, rewritten_bbox = 0.034797 % \n",
            "\n",
            " 11492: 0.616207, 0.622526 avg loss, 0.000010 rate, 1.126850 seconds, 735488 images, 0.188935 hours left\n",
            "Loaded: 0.000062 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.681839), count: 2, class_loss = 0.088619, iou_loss = 0.011593, total_loss = 0.100212 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.803280), count: 163, class_loss = 1.101620, iou_loss = 0.507976, total_loss = 1.609596 \n",
            " total_bbox = 3807987, rewritten_bbox = 0.034795 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.754688), count: 3, class_loss = 0.011027, iou_loss = 0.013383, total_loss = 0.024410 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.797276), count: 160, class_loss = 0.748627, iou_loss = 0.535522, total_loss = 1.284148 \n",
            " total_bbox = 3808150, rewritten_bbox = 0.034794 % \n",
            "\n",
            " 11493: 0.754592, 0.635733 avg loss, 0.000010 rate, 1.099434 seconds, 735552 images, 0.188636 hours left\n",
            "Loaded: 0.000077 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.658639), count: 1, class_loss = 0.010572, iou_loss = 0.003914, total_loss = 0.014486 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.804312), count: 165, class_loss = 0.673028, iou_loss = 0.443500, total_loss = 1.116528 \n",
            " total_bbox = 3808316, rewritten_bbox = 0.034792 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.847617), count: 1, class_loss = 0.001834, iou_loss = 0.001496, total_loss = 0.003330 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.802743), count: 164, class_loss = 0.726860, iou_loss = 0.466558, total_loss = 1.193418 \n",
            " total_bbox = 3808481, rewritten_bbox = 0.034791 % \n",
            "\n",
            " 11494: 0.581941, 0.630353 avg loss, 0.000010 rate, 1.136567 seconds, 735616 images, 0.188298 hours left\n",
            "Loaded: 0.000071 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.596520), count: 3, class_loss = 0.059063, iou_loss = 0.047024, total_loss = 0.106086 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.799976), count: 164, class_loss = 0.877938, iou_loss = 0.541590, total_loss = 1.419528 \n",
            " total_bbox = 3808648, rewritten_bbox = 0.034789 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.000189, iou_loss = 0.000000, total_loss = 0.000189 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.801943), count: 144, class_loss = 0.629082, iou_loss = 0.418914, total_loss = 1.047996 \n",
            " total_bbox = 3808792, rewritten_bbox = 0.034788 % \n",
            "\n",
            " 11495: 0.643450, 0.631663 avg loss, 0.000010 rate, 1.135285 seconds, 735680 images, 0.188013 hours left\n",
            "Loaded: 0.000092 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.693707), count: 1, class_loss = 0.014986, iou_loss = 0.007337, total_loss = 0.022324 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.794911), count: 166, class_loss = 0.812686, iou_loss = 0.550539, total_loss = 1.363225 \n",
            " total_bbox = 3808959, rewritten_bbox = 0.034786 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.005270, iou_loss = 0.000000, total_loss = 0.005270 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.791990), count: 153, class_loss = 0.602718, iou_loss = 0.464887, total_loss = 1.067605 \n",
            " total_bbox = 3809112, rewritten_bbox = 0.034811 % \n",
            "\n",
            " 11496: 0.614606, 0.629957 avg loss, 0.000010 rate, 1.113149 seconds, 735744 images, 0.187725 hours left\n",
            "Loaded: 0.000081 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.781902), count: 2, class_loss = 0.041219, iou_loss = 0.006973, total_loss = 0.048192 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.805225), count: 156, class_loss = 0.857472, iou_loss = 0.408708, total_loss = 1.266180 \n",
            " total_bbox = 3809270, rewritten_bbox = 0.034810 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.006629, iou_loss = 0.000000, total_loss = 0.006629 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.795071), count: 168, class_loss = 0.958892, iou_loss = 0.521813, total_loss = 1.480705 \n",
            " total_bbox = 3809438, rewritten_bbox = 0.034808 % \n",
            "\n",
            " 11497: 0.700426, 0.637004 avg loss, 0.000010 rate, 1.164598 seconds, 735808 images, 0.187407 hours left\n",
            "Loaded: 0.000067 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.001956, iou_loss = 0.000000, total_loss = 0.001956 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.806886), count: 171, class_loss = 0.629897, iou_loss = 0.450293, total_loss = 1.080190 \n",
            " total_bbox = 3809609, rewritten_bbox = 0.034807 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.697266), count: 2, class_loss = 0.000043, iou_loss = 0.008901, total_loss = 0.008944 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.802537), count: 161, class_loss = 0.569811, iou_loss = 0.429485, total_loss = 0.999296 \n",
            " total_bbox = 3809772, rewritten_bbox = 0.034805 % \n",
            "\n",
            " 11498: 0.522597, 0.625564 avg loss, 0.000010 rate, 1.123599 seconds, 735872 images, 0.187160 hours left\n",
            "Loaded: 0.000045 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.761736), count: 3, class_loss = 0.003869, iou_loss = 0.012095, total_loss = 0.015964 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.799027), count: 164, class_loss = 0.639278, iou_loss = 0.456402, total_loss = 1.095680 \n",
            " total_bbox = 3809939, rewritten_bbox = 0.034804 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.709679), count: 2, class_loss = 0.014424, iou_loss = 0.008447, total_loss = 0.022871 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.810062), count: 162, class_loss = 0.625598, iou_loss = 0.474055, total_loss = 1.099653 \n",
            " total_bbox = 3810103, rewritten_bbox = 0.034802 % \n",
            "\n",
            " 11499: 0.558542, 0.618861 avg loss, 0.000010 rate, 1.141862 seconds, 735936 images, 0.186855 hours left\n",
            "Loaded: 0.000047 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.676735), count: 2, class_loss = 0.010381, iou_loss = 0.014946, total_loss = 0.025327 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.794722), count: 167, class_loss = 0.841701, iou_loss = 0.546434, total_loss = 1.388134 \n",
            " total_bbox = 3810272, rewritten_bbox = 0.034801 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.534084), count: 2, class_loss = 0.029669, iou_loss = 0.009677, total_loss = 0.039346 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.807671), count: 175, class_loss = 0.545975, iou_loss = 0.471849, total_loss = 1.017824 \n",
            " total_bbox = 3810449, rewritten_bbox = 0.034799 % \n",
            "\n",
            " 11500: 0.617658, 0.618741 avg loss, 0.000010 rate, 1.114233 seconds, 736000 images, 0.186576 hours left\n",
            "Saving weights to /mydrive/modelbackup//yolov3-tiny-custom_last.weights\n",
            "Loaded: 0.000095 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.003710, iou_loss = 0.000000, total_loss = 0.003710 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.792711), count: 178, class_loss = 0.945661, iou_loss = 0.532731, total_loss = 1.478392 \n",
            " total_bbox = 3810627, rewritten_bbox = 0.034797 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.741690), count: 1, class_loss = 0.000666, iou_loss = 0.004748, total_loss = 0.005414 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.797058), count: 151, class_loss = 0.565109, iou_loss = 0.444837, total_loss = 1.009946 \n",
            " total_bbox = 3810779, rewritten_bbox = 0.034796 % \n",
            "\n",
            " 11501: 0.624365, 0.619303 avg loss, 0.000010 rate, 0.905104 seconds, 736064 images, 0.186258 hours left\n",
            "Loaded: 0.049659 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.803639), count: 1, class_loss = 0.027931, iou_loss = 0.002243, total_loss = 0.030174 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.801921), count: 153, class_loss = 0.609966, iou_loss = 0.443654, total_loss = 1.053620 \n",
            " total_bbox = 3810933, rewritten_bbox = 0.034795 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.000217, iou_loss = 0.000000, total_loss = 0.000217 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.805625), count: 159, class_loss = 0.735195, iou_loss = 0.466140, total_loss = 1.201335 \n",
            " total_bbox = 3811092, rewritten_bbox = 0.034793 % \n",
            "\n",
            " 11502: 0.571336, 0.614507 avg loss, 0.000010 rate, 1.112121 seconds, 736128 images, 0.185650 hours left\n",
            "Loaded: 0.000103 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.898234), count: 1, class_loss = 0.011285, iou_loss = 0.000602, total_loss = 0.011887 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.789007), count: 172, class_loss = 0.943952, iou_loss = 0.624786, total_loss = 1.568738 \n",
            " total_bbox = 3811265, rewritten_bbox = 0.034792 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.799759), count: 1, class_loss = 0.000371, iou_loss = 0.003085, total_loss = 0.003456 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.795359), count: 174, class_loss = 1.084569, iou_loss = 0.534147, total_loss = 1.618716 \n",
            " total_bbox = 3811440, rewritten_bbox = 0.034790 % \n",
            "\n",
            " 11503: 0.800699, 0.633126 avg loss, 0.000010 rate, 1.107238 seconds, 736192 images, 0.185401 hours left\n",
            "Loaded: 0.000068 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.597585), count: 2, class_loss = 0.055805, iou_loss = 0.019875, total_loss = 0.075680 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.804850), count: 155, class_loss = 0.873634, iou_loss = 0.428998, total_loss = 1.302632 \n",
            " total_bbox = 3811597, rewritten_bbox = 0.034789 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.602518), count: 2, class_loss = 0.086706, iou_loss = 0.031572, total_loss = 0.118278 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.804913), count: 163, class_loss = 0.736205, iou_loss = 0.458690, total_loss = 1.194895 \n",
            " total_bbox = 3811762, rewritten_bbox = 0.034787 % \n",
            "\n",
            " 11504: 0.672871, 0.637101 avg loss, 0.000010 rate, 1.120884 seconds, 736256 images, 0.185076 hours left\n",
            "Loaded: 0.000042 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.000064, iou_loss = 0.000000, total_loss = 0.000064 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.809385), count: 180, class_loss = 0.416396, iou_loss = 0.454399, total_loss = 0.870795 \n",
            " total_bbox = 3811942, rewritten_bbox = 0.034785 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.803057), count: 1, class_loss = 0.003781, iou_loss = 0.001636, total_loss = 0.005417 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.788176), count: 163, class_loss = 0.780441, iou_loss = 0.594763, total_loss = 1.375204 \n",
            " total_bbox = 3812106, rewritten_bbox = 0.034784 % \n",
            "\n",
            " 11505: 0.562870, 0.629677 avg loss, 0.000010 rate, 1.106260 seconds, 736320 images, 0.184769 hours left\n",
            "Loaded: 0.000043 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.599379), count: 3, class_loss = 0.109438, iou_loss = 0.052803, total_loss = 0.162241 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.813477), count: 169, class_loss = 0.756798, iou_loss = 0.448380, total_loss = 1.205178 \n",
            " total_bbox = 3812278, rewritten_bbox = 0.034782 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.685175), count: 6, class_loss = 0.137079, iou_loss = 0.046683, total_loss = 0.183762 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.799510), count: 151, class_loss = 0.674680, iou_loss = 0.455782, total_loss = 1.130461 \n",
            " total_bbox = 3812435, rewritten_bbox = 0.034781 % \n",
            "\n",
            " 11506: 0.670411, 0.633751 avg loss, 0.000010 rate, 1.156370 seconds, 736384 images, 0.184443 hours left\n",
            "Loaded: 0.029877 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.000033, iou_loss = 0.000000, total_loss = 0.000033 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.785274), count: 167, class_loss = 0.858240, iou_loss = 0.591888, total_loss = 1.450128 \n",
            " total_bbox = 3812602, rewritten_bbox = 0.034779 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.849585), count: 1, class_loss = 0.010851, iou_loss = 0.002225, total_loss = 0.013076 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.815848), count: 165, class_loss = 0.727458, iou_loss = 0.411554, total_loss = 1.139012 \n",
            " total_bbox = 3812768, rewritten_bbox = 0.034778 % \n",
            "\n",
            " 11507: 0.650562, 0.635432 avg loss, 0.000010 rate, 1.088842 seconds, 736448 images, 0.184185 hours left\n",
            "Loaded: 0.000044 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.567964), count: 2, class_loss = 0.017761, iou_loss = 0.047187, total_loss = 0.064948 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.798101), count: 177, class_loss = 0.801150, iou_loss = 0.505272, total_loss = 1.306422 \n",
            " total_bbox = 3812947, rewritten_bbox = 0.034776 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.660191), count: 1, class_loss = 0.008811, iou_loss = 0.004502, total_loss = 0.013313 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.798900), count: 152, class_loss = 0.647728, iou_loss = 0.438159, total_loss = 1.085886 \n",
            " total_bbox = 3813100, rewritten_bbox = 0.034775 % \n",
            "\n",
            " 11508: 0.617642, 0.633653 avg loss, 0.000010 rate, 1.138366 seconds, 736512 images, 0.183876 hours left\n",
            "Loaded: 0.000050 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.771560), count: 4, class_loss = 0.027106, iou_loss = 0.010313, total_loss = 0.037419 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.808485), count: 166, class_loss = 0.626999, iou_loss = 0.497353, total_loss = 1.124352 \n",
            " total_bbox = 3813270, rewritten_bbox = 0.034773 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.695305), count: 1, class_loss = 0.025087, iou_loss = 0.006371, total_loss = 0.031458 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.823418), count: 156, class_loss = 0.634242, iou_loss = 0.335756, total_loss = 0.969998 \n",
            " total_bbox = 3813427, rewritten_bbox = 0.034772 % \n",
            "\n",
            " 11509: 0.540807, 0.624368 avg loss, 0.000010 rate, 1.127462 seconds, 736576 images, 0.183593 hours left\n",
            "Loaded: 0.000066 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.865133), count: 1, class_loss = 0.001031, iou_loss = 0.000707, total_loss = 0.001738 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.800858), count: 161, class_loss = 0.740251, iou_loss = 0.410078, total_loss = 1.150329 \n",
            " total_bbox = 3813589, rewritten_bbox = 0.034770 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.000136, iou_loss = 0.000000, total_loss = 0.000136 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.814378), count: 185, class_loss = 0.876823, iou_loss = 0.500226, total_loss = 1.377049 \n",
            " total_bbox = 3813774, rewritten_bbox = 0.034769 % \n",
            "\n",
            " 11510: 0.632313, 0.625163 avg loss, 0.000010 rate, 1.089587 seconds, 736640 images, 0.183295 hours left\n",
            "Loaded: 0.000057 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.740695), count: 5, class_loss = 0.039204, iou_loss = 0.025396, total_loss = 0.064601 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.819601), count: 175, class_loss = 0.805716, iou_loss = 0.407889, total_loss = 1.213605 \n",
            " total_bbox = 3813954, rewritten_bbox = 0.034767 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.907255), count: 1, class_loss = 0.000096, iou_loss = 0.000352, total_loss = 0.000448 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.797332), count: 147, class_loss = 0.734658, iou_loss = 0.462488, total_loss = 1.197146 \n",
            " total_bbox = 3814102, rewritten_bbox = 0.034766 % \n",
            "\n",
            " 11511: 0.618950, 0.624542 avg loss, 0.000010 rate, 1.071659 seconds, 736704 images, 0.182945 hours left\n",
            "Loaded: 0.000064 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.002760, iou_loss = 0.000000, total_loss = 0.002760 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.805335), count: 161, class_loss = 0.609825, iou_loss = 0.476516, total_loss = 1.086340 \n",
            " total_bbox = 3814263, rewritten_bbox = 0.034764 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.686371), count: 2, class_loss = 0.057483, iou_loss = 0.015910, total_loss = 0.073394 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.804381), count: 160, class_loss = 0.772846, iou_loss = 0.456568, total_loss = 1.229414 \n",
            " total_bbox = 3814425, rewritten_bbox = 0.034763 % \n",
            "\n",
            " 11512: 0.597977, 0.621885 avg loss, 0.000010 rate, 1.112333 seconds, 736768 images, 0.182571 hours left\n",
            "Loaded: 0.000183 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.000308, iou_loss = 0.000000, total_loss = 0.000308 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.804448), count: 179, class_loss = 0.589106, iou_loss = 0.485178, total_loss = 1.074284 \n",
            " total_bbox = 3814604, rewritten_bbox = 0.034761 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.722724), count: 1, class_loss = 0.000875, iou_loss = 0.001672, total_loss = 0.002547 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.794776), count: 159, class_loss = 0.709004, iou_loss = 0.559582, total_loss = 1.268586 \n",
            " total_bbox = 3814764, rewritten_bbox = 0.034760 % \n",
            "\n",
            " 11513: 0.586431, 0.618340 avg loss, 0.000010 rate, 1.114161 seconds, 736832 images, 0.182253 hours left\n",
            "Loaded: 0.000064 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.792209), count: 1, class_loss = 0.002420, iou_loss = 0.002290, total_loss = 0.004710 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.813105), count: 176, class_loss = 0.653505, iou_loss = 0.437628, total_loss = 1.091133 \n",
            " total_bbox = 3814940, rewritten_bbox = 0.034758 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.747194), count: 5, class_loss = 0.005902, iou_loss = 0.032492, total_loss = 0.038393 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.790268), count: 149, class_loss = 0.856166, iou_loss = 0.530752, total_loss = 1.386918 \n",
            " total_bbox = 3815094, rewritten_bbox = 0.034757 % \n",
            "\n",
            " 11514: 0.630289, 0.619535 avg loss, 0.000010 rate, 1.092839 seconds, 736896 images, 0.181938 hours left\n",
            "Loaded: 0.000060 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.000048, iou_loss = 0.000000, total_loss = 0.000048 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.794975), count: 169, class_loss = 1.017484, iou_loss = 0.581863, total_loss = 1.599347 \n",
            " total_bbox = 3815263, rewritten_bbox = 0.034755 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.708544), count: 5, class_loss = 0.041706, iou_loss = 0.043831, total_loss = 0.085537 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.801936), count: 157, class_loss = 0.793380, iou_loss = 0.474157, total_loss = 1.267537 \n",
            " total_bbox = 3815425, rewritten_bbox = 0.034754 % \n",
            "\n",
            " 11515: 0.738117, 0.631393 avg loss, 0.000010 rate, 1.130929 seconds, 736960 images, 0.181594 hours left\n",
            "Loaded: 0.000069 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.673120), count: 1, class_loss = 0.024902, iou_loss = 0.006879, total_loss = 0.031781 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.816037), count: 170, class_loss = 0.528220, iou_loss = 0.444716, total_loss = 0.972936 \n",
            " total_bbox = 3815596, rewritten_bbox = 0.034752 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.000496, iou_loss = 0.000000, total_loss = 0.000496 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.792862), count: 171, class_loss = 1.036885, iou_loss = 0.534053, total_loss = 1.570937 \n",
            " total_bbox = 3815767, rewritten_bbox = 0.034751 % \n",
            "\n",
            " 11516: 0.644037, 0.632657 avg loss, 0.000010 rate, 1.145510 seconds, 737024 images, 0.181302 hours left\n",
            "Loaded: 0.000050 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.732429), count: 1, class_loss = 0.003060, iou_loss = 0.004388, total_loss = 0.007448 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.804879), count: 175, class_loss = 0.718788, iou_loss = 0.543663, total_loss = 1.262451 \n",
            " total_bbox = 3815943, rewritten_bbox = 0.034749 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.463922), count: 2, class_loss = 0.094276, iou_loss = 0.206208, total_loss = 0.300484 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.799017), count: 178, class_loss = 0.993589, iou_loss = 0.606385, total_loss = 1.599974 \n",
            " total_bbox = 3816123, rewritten_bbox = 0.034747 % \n",
            "\n",
            " 11517: 0.792589, 0.648651 avg loss, 0.000010 rate, 1.133204 seconds, 737088 images, 0.181029 hours left\n",
            "Loaded: 0.000071 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.694813), count: 3, class_loss = 0.059192, iou_loss = 0.027253, total_loss = 0.086445 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.810346), count: 177, class_loss = 0.866434, iou_loss = 0.586804, total_loss = 1.453238 \n",
            " total_bbox = 3816303, rewritten_bbox = 0.034746 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.000996, iou_loss = 0.000000, total_loss = 0.000996 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.791393), count: 151, class_loss = 0.893198, iou_loss = 0.498721, total_loss = 1.391919 \n",
            " total_bbox = 3816454, rewritten_bbox = 0.034744 % \n",
            "\n",
            " 11518: 0.733150, 0.657100 avg loss, 0.000010 rate, 1.103481 seconds, 737152 images, 0.180740 hours left\n",
            "Loaded: 0.000069 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.716676), count: 4, class_loss = 0.038550, iou_loss = 0.019129, total_loss = 0.057679 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.789306), count: 170, class_loss = 0.703238, iou_loss = 0.534705, total_loss = 1.237943 \n",
            " total_bbox = 3816628, rewritten_bbox = 0.034743 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.694066), count: 1, class_loss = 0.010461, iou_loss = 0.007168, total_loss = 0.017629 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.792605), count: 177, class_loss = 0.824709, iou_loss = 0.561578, total_loss = 1.386287 \n",
            " total_bbox = 3816806, rewritten_bbox = 0.034741 % \n",
            "\n",
            " 11519: 0.674885, 0.658879 avg loss, 0.000010 rate, 1.128727 seconds, 737216 images, 0.180410 hours left\n",
            "Loaded: 0.000065 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.787021), count: 1, class_loss = 0.001538, iou_loss = 0.002903, total_loss = 0.004441 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.807098), count: 159, class_loss = 0.645597, iou_loss = 0.415458, total_loss = 1.061055 \n",
            " total_bbox = 3816966, rewritten_bbox = 0.034740 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.547550), count: 1, class_loss = 0.033565, iou_loss = 0.011967, total_loss = 0.045532 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.800356), count: 160, class_loss = 0.495746, iou_loss = 0.429879, total_loss = 0.925625 \n",
            " total_bbox = 3817127, rewritten_bbox = 0.034738 % \n",
            "\n",
            " 11520: 0.509163, 0.643907 avg loss, 0.000010 rate, 1.109197 seconds, 737280 images, 0.180114 hours left\n",
            "Loaded: 0.000065 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.016455, iou_loss = 0.000000, total_loss = 0.016455 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.790522), count: 155, class_loss = 0.740709, iou_loss = 0.534087, total_loss = 1.274797 \n",
            " total_bbox = 3817282, rewritten_bbox = 0.034737 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.612292), count: 1, class_loss = 0.033590, iou_loss = 0.008656, total_loss = 0.042245 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.807800), count: 178, class_loss = 0.837530, iou_loss = 0.526488, total_loss = 1.364018 \n",
            " total_bbox = 3817461, rewritten_bbox = 0.034735 % \n",
            "\n",
            " 11521: 0.674379, 0.646954 avg loss, 0.000010 rate, 1.113218 seconds, 737344 images, 0.179792 hours left\n",
            "Loaded: 0.000078 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.583400), count: 1, class_loss = 0.060206, iou_loss = 0.010734, total_loss = 0.070940 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.808051), count: 149, class_loss = 0.731149, iou_loss = 0.353216, total_loss = 1.084365 \n",
            " total_bbox = 3817611, rewritten_bbox = 0.034734 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.641425), count: 3, class_loss = 0.060726, iou_loss = 0.029876, total_loss = 0.090603 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.776345), count: 174, class_loss = 1.106288, iou_loss = 0.646330, total_loss = 1.752618 \n",
            " total_bbox = 3817788, rewritten_bbox = 0.034732 % \n",
            "\n",
            " 11522: 0.749631, 0.657222 avg loss, 0.000010 rate, 1.133126 seconds, 737408 images, 0.179475 hours left\n",
            "Loaded: 0.000076 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.747318), count: 3, class_loss = 0.002116, iou_loss = 0.016940, total_loss = 0.019056 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.802128), count: 165, class_loss = 0.538835, iou_loss = 0.509127, total_loss = 1.047963 \n",
            " total_bbox = 3817956, rewritten_bbox = 0.034731 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.755567), count: 1, class_loss = 0.000835, iou_loss = 0.006198, total_loss = 0.007033 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.801471), count: 161, class_loss = 0.529223, iou_loss = 0.451560, total_loss = 0.980783 \n",
            " total_bbox = 3818118, rewritten_bbox = 0.034729 % \n",
            "\n",
            " 11523: 0.513709, 0.642871 avg loss, 0.000010 rate, 1.105993 seconds, 737472 images, 0.179185 hours left\n",
            "Loaded: 0.000072 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.731002), count: 2, class_loss = 0.016783, iou_loss = 0.011635, total_loss = 0.028418 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.805378), count: 166, class_loss = 0.790602, iou_loss = 0.436150, total_loss = 1.226752 \n",
            " total_bbox = 3818286, rewritten_bbox = 0.034728 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.695347), count: 2, class_loss = 0.020485, iou_loss = 0.014864, total_loss = 0.035349 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.784839), count: 138, class_loss = 0.843226, iou_loss = 0.530843, total_loss = 1.374069 \n",
            " total_bbox = 3818426, rewritten_bbox = 0.034726 % \n",
            "\n",
            " 11524: 0.666147, 0.645198 avg loss, 0.000010 rate, 1.107848 seconds, 737536 images, 0.178859 hours left\n",
            "Loaded: 0.000065 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.503735), count: 1, class_loss = 0.031402, iou_loss = 0.025213, total_loss = 0.056615 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.792749), count: 158, class_loss = 0.919241, iou_loss = 0.519496, total_loss = 1.438736 \n",
            " total_bbox = 3818585, rewritten_bbox = 0.034751 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.805236), count: 3, class_loss = 0.007609, iou_loss = 0.005191, total_loss = 0.012799 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.805788), count: 163, class_loss = 0.517940, iou_loss = 0.425598, total_loss = 0.943538 \n",
            " total_bbox = 3818751, rewritten_bbox = 0.034750 % \n",
            "\n",
            " 11525: 0.612922, 0.641971 avg loss, 0.000010 rate, 1.123535 seconds, 737600 images, 0.178535 hours left\n",
            "Loaded: 0.000068 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.000079, iou_loss = 0.000000, total_loss = 0.000079 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.794392), count: 186, class_loss = 0.813584, iou_loss = 0.519586, total_loss = 1.333170 \n",
            " total_bbox = 3818937, rewritten_bbox = 0.034748 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.665422), count: 3, class_loss = 0.097972, iou_loss = 0.029471, total_loss = 0.127442 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.792093), count: 163, class_loss = 0.908679, iou_loss = 0.578889, total_loss = 1.487569 \n",
            " total_bbox = 3819103, rewritten_bbox = 0.034746 % \n",
            "\n",
            " 11526: 0.737065, 0.651480 avg loss, 0.000010 rate, 1.110890 seconds, 737664 images, 0.178233 hours left\n",
            "Loaded: 0.000071 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.797394), count: 1, class_loss = 0.013787, iou_loss = 0.002990, total_loss = 0.016777 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.803888), count: 169, class_loss = 0.864785, iou_loss = 0.483866, total_loss = 1.348652 \n",
            " total_bbox = 3819273, rewritten_bbox = 0.034745 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.802624), count: 1, class_loss = 0.001029, iou_loss = 0.003380, total_loss = 0.004408 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.808333), count: 155, class_loss = 0.658267, iou_loss = 0.428801, total_loss = 1.087069 \n",
            " total_bbox = 3819429, rewritten_bbox = 0.034743 % \n",
            "\n",
            " 11527: 0.614226, 0.647755 avg loss, 0.000010 rate, 1.164456 seconds, 737728 images, 0.177913 hours left\n",
            "Loaded: 0.000057 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.000142, iou_loss = 0.000000, total_loss = 0.000142 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.800851), count: 188, class_loss = 0.511151, iou_loss = 0.547924, total_loss = 1.059075 \n",
            " total_bbox = 3819617, rewritten_bbox = 0.034742 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.000075, iou_loss = 0.000000, total_loss = 0.000075 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.807484), count: 160, class_loss = 0.610714, iou_loss = 0.422780, total_loss = 1.033494 \n",
            " total_bbox = 3819777, rewritten_bbox = 0.034740 % \n",
            "\n",
            " 11528: 0.523197, 0.635299 avg loss, 0.000010 rate, 1.135083 seconds, 737792 images, 0.177664 hours left\n",
            "Loaded: 0.000048 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.002762, iou_loss = 0.000000, total_loss = 0.002762 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.810096), count: 178, class_loss = 0.533192, iou_loss = 0.486841, total_loss = 1.020033 \n",
            " total_bbox = 3819955, rewritten_bbox = 0.034739 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.708499), count: 5, class_loss = 0.031670, iou_loss = 0.033560, total_loss = 0.065230 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.813620), count: 184, class_loss = 0.580768, iou_loss = 0.438957, total_loss = 1.019725 \n",
            " total_bbox = 3820144, rewritten_bbox = 0.034737 % \n",
            "\n",
            " 11529: 0.526937, 0.624463 avg loss, 0.000010 rate, 1.133685 seconds, 737856 images, 0.177376 hours left\n",
            "Loaded: 0.000066 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.777119), count: 2, class_loss = 0.037325, iou_loss = 0.006615, total_loss = 0.043939 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.805902), count: 163, class_loss = 0.587719, iou_loss = 0.484578, total_loss = 1.072297 \n",
            " total_bbox = 3820309, rewritten_bbox = 0.034735 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.602561), count: 1, class_loss = 0.003394, iou_loss = 0.013239, total_loss = 0.016633 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.796900), count: 175, class_loss = 0.612890, iou_loss = 0.509060, total_loss = 1.121950 \n",
            " total_bbox = 3820485, rewritten_bbox = 0.034734 % \n",
            "\n",
            " 11530: 0.563705, 0.618387 avg loss, 0.000010 rate, 1.117960 seconds, 737920 images, 0.177085 hours left\n",
            "Loaded: 0.000057 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.000034, iou_loss = 0.000000, total_loss = 0.000034 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.819122), count: 172, class_loss = 0.542093, iou_loss = 0.402553, total_loss = 0.944646 \n",
            " total_bbox = 3820657, rewritten_bbox = 0.034732 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.001338, iou_loss = 0.000000, total_loss = 0.001338 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.819278), count: 141, class_loss = 0.540493, iou_loss = 0.303908, total_loss = 0.844401 \n",
            " total_bbox = 3820798, rewritten_bbox = 0.034731 % \n",
            "\n",
            " 11531: 0.447605, 0.601309 avg loss, 0.000010 rate, 1.129163 seconds, 737984 images, 0.176774 hours left\n",
            "Loaded: 0.000078 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.000779, iou_loss = 0.000000, total_loss = 0.000779 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.801731), count: 168, class_loss = 0.920347, iou_loss = 0.472855, total_loss = 1.393202 \n",
            " total_bbox = 3820966, rewritten_bbox = 0.034729 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.766518), count: 1, class_loss = 0.000012, iou_loss = 0.003969, total_loss = 0.003981 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.802708), count: 166, class_loss = 0.707755, iou_loss = 0.458396, total_loss = 1.166151 \n",
            " total_bbox = 3821133, rewritten_bbox = 0.034728 % \n",
            "\n",
            " 11532: 0.641028, 0.605281 avg loss, 0.000010 rate, 1.133012 seconds, 738048 images, 0.176477 hours left\n",
            "Loaded: 0.000045 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.000336, iou_loss = 0.000000, total_loss = 0.000336 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.788894), count: 166, class_loss = 0.765232, iou_loss = 0.535214, total_loss = 1.300446 \n",
            " total_bbox = 3821299, rewritten_bbox = 0.034726 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.770301), count: 2, class_loss = 0.009907, iou_loss = 0.006634, total_loss = 0.016541 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.828072), count: 151, class_loss = 0.491409, iou_loss = 0.353909, total_loss = 0.845317 \n",
            " total_bbox = 3821452, rewritten_bbox = 0.034725 % \n",
            "\n",
            " 11533: 0.540660, 0.598819 avg loss, 0.000010 rate, 1.097572 seconds, 738112 images, 0.176186 hours left\n",
            "Loaded: 0.000057 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.739458), count: 4, class_loss = 0.112701, iou_loss = 0.026205, total_loss = 0.138906 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.810143), count: 168, class_loss = 0.696023, iou_loss = 0.440311, total_loss = 1.136334 \n",
            " total_bbox = 3821624, rewritten_bbox = 0.034723 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.000267, iou_loss = 0.000000, total_loss = 0.000267 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.814073), count: 166, class_loss = 0.716344, iou_loss = 0.393454, total_loss = 1.109798 \n",
            " total_bbox = 3821790, rewritten_bbox = 0.034722 % \n",
            "\n",
            " 11534: 0.596326, 0.598569 avg loss, 0.000010 rate, 1.129988 seconds, 738176 images, 0.175848 hours left\n",
            "Loaded: 0.000049 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.670268), count: 1, class_loss = 0.044965, iou_loss = 0.009406, total_loss = 0.054371 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.807108), count: 166, class_loss = 0.847890, iou_loss = 0.453224, total_loss = 1.301114 \n",
            " total_bbox = 3821957, rewritten_bbox = 0.034720 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.641702), count: 1, class_loss = 0.031507, iou_loss = 0.007003, total_loss = 0.038510 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.801672), count: 170, class_loss = 0.630030, iou_loss = 0.491652, total_loss = 1.121682 \n",
            " total_bbox = 3822128, rewritten_bbox = 0.034719 % \n",
            "\n",
            " 11535: 0.628919, 0.601604 avg loss, 0.000010 rate, 1.113854 seconds, 738240 images, 0.175552 hours left\n",
            "Loaded: 0.000064 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.000013, iou_loss = 0.000000, total_loss = 0.000013 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.803716), count: 150, class_loss = 0.878668, iou_loss = 0.426801, total_loss = 1.305469 \n",
            " total_bbox = 3822278, rewritten_bbox = 0.034718 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.662738), count: 2, class_loss = 0.043642, iou_loss = 0.013064, total_loss = 0.056706 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.799815), count: 154, class_loss = 0.815410, iou_loss = 0.428853, total_loss = 1.244264 \n",
            " total_bbox = 3822434, rewritten_bbox = 0.034716 % \n",
            "\n",
            " 11536: 0.651613, 0.606605 avg loss, 0.000010 rate, 1.270381 seconds, 738304 images, 0.175235 hours left\n",
            "Loaded: 0.000093 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.738866), count: 1, class_loss = 0.001918, iou_loss = 0.003737, total_loss = 0.005655 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.801424), count: 165, class_loss = 0.946904, iou_loss = 0.513170, total_loss = 1.460074 \n",
            " total_bbox = 3822600, rewritten_bbox = 0.034715 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.737793), count: 1, class_loss = 0.000097, iou_loss = 0.004127, total_loss = 0.004224 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.802413), count: 161, class_loss = 0.716148, iou_loss = 0.462036, total_loss = 1.178184 \n",
            " total_bbox = 3822762, rewritten_bbox = 0.034713 % \n",
            "\n",
            " 11537: 0.662034, 0.612148 avg loss, 0.000010 rate, 1.117876 seconds, 738368 images, 0.175121 hours left\n",
            "Loaded: 0.000053 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.647142), count: 1, class_loss = 0.000090, iou_loss = 0.010324, total_loss = 0.010414 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.816085), count: 155, class_loss = 0.607390, iou_loss = 0.397124, total_loss = 1.004513 \n",
            " total_bbox = 3822918, rewritten_bbox = 0.034712 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.740921), count: 2, class_loss = 0.012585, iou_loss = 0.009128, total_loss = 0.021713 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.800634), count: 182, class_loss = 0.690551, iou_loss = 0.520545, total_loss = 1.211096 \n",
            " total_bbox = 3823102, rewritten_bbox = 0.034710 % \n",
            "\n",
            " 11538: 0.561934, 0.607127 avg loss, 0.000010 rate, 1.135903 seconds, 738432 images, 0.174807 hours left\n",
            "Loaded: 0.000065 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.691518), count: 3, class_loss = 0.024041, iou_loss = 0.009605, total_loss = 0.033647 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.799020), count: 159, class_loss = 0.881903, iou_loss = 0.468954, total_loss = 1.350857 \n",
            " total_bbox = 3823264, rewritten_bbox = 0.034709 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.704051), count: 6, class_loss = 0.034969, iou_loss = 0.022178, total_loss = 0.057148 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.803539), count: 155, class_loss = 0.799717, iou_loss = 0.443715, total_loss = 1.243432 \n",
            " total_bbox = 3823425, rewritten_bbox = 0.034707 % \n",
            "\n",
            " 11539: 0.671271, 0.613541 avg loss, 0.000010 rate, 1.126928 seconds, 738496 images, 0.174517 hours left\n",
            "Loaded: 0.000044 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.751441), count: 1, class_loss = 0.010477, iou_loss = 0.003850, total_loss = 0.014327 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.805016), count: 159, class_loss = 0.854913, iou_loss = 0.457706, total_loss = 1.312619 \n",
            " total_bbox = 3823585, rewritten_bbox = 0.034706 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.809302), count: 1, class_loss = 0.000200, iou_loss = 0.002002, total_loss = 0.002202 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.805322), count: 142, class_loss = 0.590716, iou_loss = 0.425201, total_loss = 1.015918 \n",
            " total_bbox = 3823728, rewritten_bbox = 0.034704 % \n",
            "\n",
            " 11540: 0.586267, 0.610814 avg loss, 0.000010 rate, 1.114267 seconds, 738560 images, 0.174215 hours left\n",
            "Loaded: 0.000081 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.766547), count: 6, class_loss = 0.061098, iou_loss = 0.025501, total_loss = 0.086599 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.784346), count: 162, class_loss = 0.751314, iou_loss = 0.675485, total_loss = 1.426799 \n",
            " total_bbox = 3823896, rewritten_bbox = 0.034703 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.625303), count: 2, class_loss = 0.050476, iou_loss = 0.021192, total_loss = 0.071668 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.798465), count: 166, class_loss = 0.837074, iou_loss = 0.539502, total_loss = 1.376576 \n",
            " total_bbox = 3824064, rewritten_bbox = 0.034701 % \n",
            "\n",
            " 11541: 0.740410, 0.623773 avg loss, 0.000010 rate, 1.124962 seconds, 738624 images, 0.173897 hours left\n",
            "Loaded: 0.000040 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.696363), count: 2, class_loss = 0.034882, iou_loss = 0.004069, total_loss = 0.038951 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.788681), count: 174, class_loss = 1.062552, iou_loss = 0.560153, total_loss = 1.622705 \n",
            " total_bbox = 3824240, rewritten_bbox = 0.034700 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.000718, iou_loss = 0.000000, total_loss = 0.000718 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.798295), count: 166, class_loss = 1.042520, iou_loss = 0.508608, total_loss = 1.551127 \n",
            " total_bbox = 3824406, rewritten_bbox = 0.034698 % \n",
            "\n",
            " 11542: 0.803375, 0.641734 avg loss, 0.000010 rate, 1.118628 seconds, 738688 images, 0.173592 hours left\n",
            "Loaded: 0.000066 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.000063, iou_loss = 0.000000, total_loss = 0.000063 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.787968), count: 183, class_loss = 1.058577, iou_loss = 0.625853, total_loss = 1.684430 \n",
            " total_bbox = 3824589, rewritten_bbox = 0.034697 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.000218, iou_loss = 0.000000, total_loss = 0.000218 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.813178), count: 161, class_loss = 0.673672, iou_loss = 0.424323, total_loss = 1.097995 \n",
            " total_bbox = 3824750, rewritten_bbox = 0.034695 % \n",
            "\n",
            " 11543: 0.695676, 0.647128 avg loss, 0.000010 rate, 1.103305 seconds, 738752 images, 0.173280 hours left\n",
            "Loaded: 0.000072 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.761662), count: 2, class_loss = 0.000230, iou_loss = 0.007864, total_loss = 0.008093 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.810385), count: 153, class_loss = 0.540263, iou_loss = 0.384147, total_loss = 0.924410 \n",
            " total_bbox = 3824905, rewritten_bbox = 0.034694 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.632677), count: 1, class_loss = 0.000792, iou_loss = 0.007554, total_loss = 0.008346 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.802490), count: 145, class_loss = 1.055585, iou_loss = 0.479769, total_loss = 1.535354 \n",
            " total_bbox = 3825051, rewritten_bbox = 0.034692 % \n",
            "\n",
            " 11544: 0.619051, 0.644320 avg loss, 0.000010 rate, 1.139282 seconds, 738816 images, 0.172947 hours left\n",
            "Loaded: 0.000058 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.732920), count: 1, class_loss = 0.001204, iou_loss = 0.004254, total_loss = 0.005458 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.795565), count: 167, class_loss = 0.993605, iou_loss = 0.504252, total_loss = 1.497858 \n",
            " total_bbox = 3825219, rewritten_bbox = 0.034691 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.822277), count: 1, class_loss = 0.001420, iou_loss = 0.000487, total_loss = 0.001907 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.804457), count: 132, class_loss = 0.495053, iou_loss = 0.349227, total_loss = 0.844279 \n",
            " total_bbox = 3825352, rewritten_bbox = 0.034690 % \n",
            "\n",
            " 11545: 0.587376, 0.638626 avg loss, 0.000010 rate, 1.088095 seconds, 738880 images, 0.172661 hours left\n",
            "Loaded: 0.000099 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.000292, iou_loss = 0.000000, total_loss = 0.000292 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.797870), count: 175, class_loss = 0.686077, iou_loss = 0.562159, total_loss = 1.248236 \n",
            " total_bbox = 3825527, rewritten_bbox = 0.034688 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.023625, iou_loss = 0.000000, total_loss = 0.023625 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.799550), count: 173, class_loss = 0.944461, iou_loss = 0.479746, total_loss = 1.424207 \n",
            " total_bbox = 3825700, rewritten_bbox = 0.034686 % \n",
            "\n",
            " 11546: 0.674090, 0.642172 avg loss, 0.000010 rate, 1.101976 seconds, 738944 images, 0.172310 hours left\n",
            "Loaded: 0.000051 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.737991), count: 3, class_loss = 0.031220, iou_loss = 0.017703, total_loss = 0.048923 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.794906), count: 165, class_loss = 0.546006, iou_loss = 0.449585, total_loss = 0.995591 \n",
            " total_bbox = 3825868, rewritten_bbox = 0.034685 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.727588), count: 1, class_loss = 0.005783, iou_loss = 0.004975, total_loss = 0.010758 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.783413), count: 172, class_loss = 0.916484, iou_loss = 0.587976, total_loss = 1.504460 \n",
            " total_bbox = 3826041, rewritten_bbox = 0.034683 % \n",
            "\n",
            " 11547: 0.639933, 0.641948 avg loss, 0.000010 rate, 1.120355 seconds, 739008 images, 0.171977 hours left\n",
            "Loaded: 0.000084 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.639133), count: 1, class_loss = 0.000018, iou_loss = 0.007791, total_loss = 0.007809 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.790135), count: 181, class_loss = 0.662627, iou_loss = 0.586573, total_loss = 1.249201 \n",
            " total_bbox = 3826223, rewritten_bbox = 0.034682 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.825820), count: 1, class_loss = 0.002295, iou_loss = 0.002039, total_loss = 0.004334 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.784208), count: 181, class_loss = 0.682935, iou_loss = 0.588498, total_loss = 1.271433 \n",
            " total_bbox = 3826405, rewritten_bbox = 0.034680 % \n",
            "\n",
            " 11548: 0.633194, 0.641073 avg loss, 0.000010 rate, 1.115652 seconds, 739072 images, 0.171667 hours left\n",
            "Loaded: 0.000059 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.715903), count: 1, class_loss = 0.000076, iou_loss = 0.004889, total_loss = 0.004965 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.793653), count: 169, class_loss = 0.756025, iou_loss = 0.487500, total_loss = 1.243525 \n",
            " total_bbox = 3826575, rewritten_bbox = 0.034679 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.000669, iou_loss = 0.000000, total_loss = 0.000669 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.798604), count: 170, class_loss = 0.678930, iou_loss = 0.502454, total_loss = 1.181384 \n",
            " total_bbox = 3826745, rewritten_bbox = 0.034677 % \n",
            "\n",
            " 11549: 0.607636, 0.637729 avg loss, 0.000010 rate, 1.118815 seconds, 739136 images, 0.171351 hours left\n",
            "Loaded: 0.000063 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.686556), count: 1, class_loss = 0.018404, iou_loss = 0.006304, total_loss = 0.024708 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.799456), count: 145, class_loss = 0.769327, iou_loss = 0.391869, total_loss = 1.161196 \n",
            " total_bbox = 3826891, rewritten_bbox = 0.034676 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.945463), count: 1, class_loss = 0.000794, iou_loss = 0.000294, total_loss = 0.001089 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.818099), count: 153, class_loss = 0.453537, iou_loss = 0.359396, total_loss = 0.812933 \n",
            " total_bbox = 3827045, rewritten_bbox = 0.034674 % \n",
            "\n",
            " 11550: 0.499981, 0.623954 avg loss, 0.000010 rate, 1.130094 seconds, 739200 images, 0.171039 hours left\n",
            "Loaded: 0.000065 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.498607), count: 1, class_loss = 0.017572, iou_loss = 0.020306, total_loss = 0.037879 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.797520), count: 169, class_loss = 1.043571, iou_loss = 0.542566, total_loss = 1.586137 \n",
            " total_bbox = 3827215, rewritten_bbox = 0.034673 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.659825), count: 3, class_loss = 0.104458, iou_loss = 0.026702, total_loss = 0.131160 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.805098), count: 169, class_loss = 0.928256, iou_loss = 0.565450, total_loss = 1.493705 \n",
            " total_bbox = 3827387, rewritten_bbox = 0.034671 % \n",
            "\n",
            " 11551: 0.812220, 0.642781 avg loss, 0.000010 rate, 1.137111 seconds, 739264 images, 0.170742 hours left\n",
            "Loaded: 0.000050 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.697594), count: 2, class_loss = 0.050471, iou_loss = 0.012238, total_loss = 0.062710 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.791750), count: 166, class_loss = 0.893182, iou_loss = 0.517712, total_loss = 1.410894 \n",
            " total_bbox = 3827555, rewritten_bbox = 0.034670 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.653518), count: 3, class_loss = 0.039139, iou_loss = 0.023327, total_loss = 0.062466 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.803080), count: 157, class_loss = 0.867452, iou_loss = 0.460166, total_loss = 1.327618 \n",
            " total_bbox = 3827715, rewritten_bbox = 0.034668 % \n",
            "\n",
            " 11552: 0.715922, 0.650095 avg loss, 0.000010 rate, 1.096485 seconds, 739328 images, 0.170452 hours left\n",
            "Loaded: 0.000051 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.717505), count: 1, class_loss = 0.026789, iou_loss = 0.004589, total_loss = 0.031378 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.802671), count: 185, class_loss = 0.829913, iou_loss = 0.546810, total_loss = 1.376723 \n",
            " total_bbox = 3827901, rewritten_bbox = 0.034667 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.019602, iou_loss = 0.000000, total_loss = 0.019602 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.793280), count: 135, class_loss = 0.872144, iou_loss = 0.462489, total_loss = 1.334633 \n",
            " total_bbox = 3828036, rewritten_bbox = 0.034665 % \n",
            "\n",
            " 11553: 0.690584, 0.654144 avg loss, 0.000010 rate, 1.155584 seconds, 739392 images, 0.170113 hours left\n",
            "Loaded: 0.000066 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.000021, iou_loss = 0.000000, total_loss = 0.000021 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.811487), count: 170, class_loss = 0.434159, iou_loss = 0.404158, total_loss = 0.838317 \n",
            " total_bbox = 3828206, rewritten_bbox = 0.034664 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.648302), count: 1, class_loss = 0.068375, iou_loss = 0.012352, total_loss = 0.080727 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.807421), count: 180, class_loss = 0.618215, iou_loss = 0.469133, total_loss = 1.087348 \n",
            " total_bbox = 3828387, rewritten_bbox = 0.034662 % \n",
            "\n",
            " 11554: 0.501603, 0.638890 avg loss, 0.000010 rate, 1.097782 seconds, 739456 images, 0.169846 hours left\n",
            "Loaded: 0.000060 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.709795), count: 3, class_loss = 0.058217, iou_loss = 0.013474, total_loss = 0.071692 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.798743), count: 164, class_loss = 0.912542, iou_loss = 0.479581, total_loss = 1.392123 \n",
            " total_bbox = 3828554, rewritten_bbox = 0.034661 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.000586, iou_loss = 0.000000, total_loss = 0.000586 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.797558), count: 155, class_loss = 0.537235, iou_loss = 0.438749, total_loss = 0.975984 \n",
            " total_bbox = 3828709, rewritten_bbox = 0.034659 % \n",
            "\n",
            " 11555: 0.610096, 0.636010 avg loss, 0.000010 rate, 1.099885 seconds, 739520 images, 0.169508 hours left\n",
            "Loaded: 0.000072 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.873748), count: 1, class_loss = 0.005627, iou_loss = 0.000906, total_loss = 0.006532 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.796590), count: 167, class_loss = 0.704183, iou_loss = 0.514526, total_loss = 1.218709 \n",
            " total_bbox = 3828877, rewritten_bbox = 0.034658 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.731045), count: 1, class_loss = 0.000328, iou_loss = 0.005525, total_loss = 0.005853 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.798578), count: 167, class_loss = 0.551549, iou_loss = 0.448129, total_loss = 0.999678 \n",
            " total_bbox = 3829045, rewritten_bbox = 0.034656 % \n",
            "\n",
            " 11556: 0.557693, 0.628179 avg loss, 0.000010 rate, 1.120944 seconds, 739584 images, 0.169173 hours left\n",
            "Loaded: 0.000082 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.851728), count: 1, class_loss = 0.001319, iou_loss = 0.001973, total_loss = 0.003292 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.803632), count: 157, class_loss = 0.724573, iou_loss = 0.432980, total_loss = 1.157553 \n",
            " total_bbox = 3829203, rewritten_bbox = 0.034655 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.000017, iou_loss = 0.000000, total_loss = 0.000017 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.795721), count: 159, class_loss = 0.689088, iou_loss = 0.462713, total_loss = 1.151801 \n",
            " total_bbox = 3829362, rewritten_bbox = 0.034653 % \n",
            "\n",
            " 11557: 0.578166, 0.623177 avg loss, 0.000010 rate, 1.111732 seconds, 739648 images, 0.168864 hours left\n",
            "Loaded: 0.000098 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.772955), count: 2, class_loss = 0.001558, iou_loss = 0.004849, total_loss = 0.006407 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.799434), count: 159, class_loss = 0.863158, iou_loss = 0.471126, total_loss = 1.334283 \n",
            " total_bbox = 3829523, rewritten_bbox = 0.034652 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.000051, iou_loss = 0.000000, total_loss = 0.000051 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.796024), count: 166, class_loss = 0.663782, iou_loss = 0.497069, total_loss = 1.160851 \n",
            " total_bbox = 3829689, rewritten_bbox = 0.034650 % \n",
            "\n",
            " 11558: 0.625398, 0.623399 avg loss, 0.000010 rate, 1.146015 seconds, 739712 images, 0.168543 hours left\n",
            "Loaded: 0.000080 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.669585), count: 2, class_loss = 0.045396, iou_loss = 0.025709, total_loss = 0.071105 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.808874), count: 185, class_loss = 0.582585, iou_loss = 0.465573, total_loss = 1.048158 \n",
            " total_bbox = 3829876, rewritten_bbox = 0.034649 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.013784, iou_loss = 0.000000, total_loss = 0.013784 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.800086), count: 178, class_loss = 0.806546, iou_loss = 0.533392, total_loss = 1.339938 \n",
            " total_bbox = 3830054, rewritten_bbox = 0.034647 % \n",
            "\n",
            " 11559: 0.618246, 0.622884 avg loss, 0.000010 rate, 1.108905 seconds, 739776 images, 0.168265 hours left\n",
            "Loaded: 0.000076 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.840871), count: 1, class_loss = 0.004841, iou_loss = 0.001600, total_loss = 0.006441 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.797851), count: 155, class_loss = 0.897021, iou_loss = 0.482397, total_loss = 1.379418 \n",
            " total_bbox = 3830210, rewritten_bbox = 0.034646 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.000007, iou_loss = 0.000000, total_loss = 0.000007 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.807600), count: 163, class_loss = 0.668093, iou_loss = 0.457436, total_loss = 1.125529 \n",
            " total_bbox = 3830373, rewritten_bbox = 0.034644 % \n",
            "\n",
            " 11560: 0.627849, 0.623381 avg loss, 0.000010 rate, 1.120717 seconds, 739840 images, 0.167941 hours left\n",
            "Loaded: 0.000076 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.844572), count: 1, class_loss = 0.000042, iou_loss = 0.001214, total_loss = 0.001256 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.810888), count: 137, class_loss = 0.628331, iou_loss = 0.490840, total_loss = 1.119171 \n",
            " total_bbox = 3830511, rewritten_bbox = 0.034643 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.824095), count: 2, class_loss = 0.009289, iou_loss = 0.003347, total_loss = 0.012635 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.804525), count: 179, class_loss = 0.740048, iou_loss = 0.548284, total_loss = 1.288332 \n",
            " total_bbox = 3830692, rewritten_bbox = 0.034641 % \n",
            "\n",
            " 11561: 0.605349, 0.621577 avg loss, 0.000010 rate, 1.145153 seconds, 739904 images, 0.167631 hours left\n",
            "Loaded: 0.000063 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.909013), count: 1, class_loss = 0.000019, iou_loss = 0.000571, total_loss = 0.000590 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.814526), count: 171, class_loss = 0.414084, iou_loss = 0.424999, total_loss = 0.839083 \n",
            " total_bbox = 3830864, rewritten_bbox = 0.034640 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.000494, iou_loss = 0.000000, total_loss = 0.000494 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.804666), count: 164, class_loss = 0.593011, iou_loss = 0.462833, total_loss = 1.055844 \n",
            " total_bbox = 3831028, rewritten_bbox = 0.034638 % \n",
            "\n",
            " 11562: 0.474003, 0.606820 avg loss, 0.000010 rate, 1.155394 seconds, 739968 images, 0.167351 hours left\n",
            "Loaded: 0.000060 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.000008, iou_loss = 0.000000, total_loss = 0.000008 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.788288), count: 159, class_loss = 0.756038, iou_loss = 0.496345, total_loss = 1.252383 \n",
            " total_bbox = 3831187, rewritten_bbox = 0.034637 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.787619), count: 3, class_loss = 0.003832, iou_loss = 0.008779, total_loss = 0.012611 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.803134), count: 154, class_loss = 0.429144, iou_loss = 0.443791, total_loss = 0.872935 \n",
            " total_bbox = 3831344, rewritten_bbox = 0.034635 % \n",
            "\n",
            " 11563: 0.534484, 0.599586 avg loss, 0.000010 rate, 1.119365 seconds, 740032 images, 0.167084 hours left\n",
            "Loaded: 0.000049 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.797753), count: 1, class_loss = 0.005161, iou_loss = 0.002122, total_loss = 0.007284 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.804871), count: 152, class_loss = 0.660246, iou_loss = 0.446309, total_loss = 1.106556 \n",
            " total_bbox = 3831496, rewritten_bbox = 0.034634 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.005276, iou_loss = 0.000000, total_loss = 0.005276 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.788249), count: 186, class_loss = 1.113586, iou_loss = 0.699620, total_loss = 1.813207 \n",
            " total_bbox = 3831682, rewritten_bbox = 0.034632 % \n",
            "\n",
            " 11564: 0.733081, 0.612936 avg loss, 0.000010 rate, 1.120861 seconds, 740096 images, 0.166772 hours left\n",
            "Loaded: 0.000076 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.738134), count: 1, class_loss = 0.000683, iou_loss = 0.005751, total_loss = 0.006434 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.801622), count: 158, class_loss = 0.793699, iou_loss = 0.485251, total_loss = 1.278950 \n",
            " total_bbox = 3831841, rewritten_bbox = 0.034631 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.000027, iou_loss = 0.000000, total_loss = 0.000027 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.795258), count: 157, class_loss = 0.666689, iou_loss = 0.488762, total_loss = 1.155451 \n",
            " total_bbox = 3831998, rewritten_bbox = 0.034629 % \n",
            "\n",
            " 11565: 0.610215, 0.612664 avg loss, 0.000010 rate, 1.113964 seconds, 740160 images, 0.166462 hours left\n",
            "Loaded: 0.000082 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.709348), count: 3, class_loss = 0.110925, iou_loss = 0.022677, total_loss = 0.133602 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.800216), count: 180, class_loss = 0.802112, iou_loss = 0.519638, total_loss = 1.321750 \n",
            " total_bbox = 3832181, rewritten_bbox = 0.034628 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.921068), count: 1, class_loss = 0.003746, iou_loss = 0.000294, total_loss = 0.004040 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.814529), count: 170, class_loss = 0.649656, iou_loss = 0.398679, total_loss = 1.048336 \n",
            " total_bbox = 3832352, rewritten_bbox = 0.034626 % \n",
            "\n",
            " 11566: 0.626932, 0.614091 avg loss, 0.000010 rate, 1.100097 seconds, 740224 images, 0.166143 hours left\n",
            "Loaded: 0.000044 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.000541, iou_loss = 0.000000, total_loss = 0.000541 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.817457), count: 157, class_loss = 0.341326, iou_loss = 0.433007, total_loss = 0.774333 \n",
            " total_bbox = 3832509, rewritten_bbox = 0.034625 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.647072), count: 2, class_loss = 0.021337, iou_loss = 0.027344, total_loss = 0.048681 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.794440), count: 166, class_loss = 0.730605, iou_loss = 0.579763, total_loss = 1.310367 \n",
            " total_bbox = 3832677, rewritten_bbox = 0.034623 % \n",
            "\n",
            " 11567: 0.533481, 0.606030 avg loss, 0.000010 rate, 1.102887 seconds, 740288 images, 0.165808 hours left\n",
            "Loaded: 0.000069 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.694882), count: 3, class_loss = 0.023147, iou_loss = 0.013606, total_loss = 0.036754 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.802973), count: 184, class_loss = 0.595172, iou_loss = 0.490320, total_loss = 1.085492 \n",
            " total_bbox = 3832864, rewritten_bbox = 0.034622 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.871813), count: 1, class_loss = 0.013727, iou_loss = 0.001023, total_loss = 0.014750 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.799684), count: 161, class_loss = 0.904273, iou_loss = 0.556156, total_loss = 1.460428 \n",
            " total_bbox = 3833026, rewritten_bbox = 0.034620 % \n",
            "\n",
            " 11568: 0.649356, 0.610362 avg loss, 0.000010 rate, 1.112715 seconds, 740352 images, 0.165477 hours left\n",
            "Loaded: 0.000055 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.709745), count: 1, class_loss = 0.012067, iou_loss = 0.006618, total_loss = 0.018685 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.792626), count: 152, class_loss = 0.642968, iou_loss = 0.477835, total_loss = 1.120802 \n",
            " total_bbox = 3833179, rewritten_bbox = 0.034619 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.758420), count: 2, class_loss = 0.000210, iou_loss = 0.005247, total_loss = 0.005457 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.810022), count: 163, class_loss = 0.923253, iou_loss = 0.428125, total_loss = 1.351378 \n",
            " total_bbox = 3833344, rewritten_bbox = 0.034617 % \n",
            "\n",
            " 11569: 0.624081, 0.611734 avg loss, 0.000010 rate, 1.105709 seconds, 740416 images, 0.165157 hours left\n",
            "Loaded: 0.000052 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.000255, iou_loss = 0.000000, total_loss = 0.000255 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.797037), count: 177, class_loss = 0.616603, iou_loss = 0.537970, total_loss = 1.154573 \n",
            " total_bbox = 3833521, rewritten_bbox = 0.034616 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.805880), count: 1, class_loss = 0.003388, iou_loss = 0.002212, total_loss = 0.005600 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.797336), count: 138, class_loss = 0.545123, iou_loss = 0.436162, total_loss = 0.981285 \n",
            " total_bbox = 3833660, rewritten_bbox = 0.034614 % \n",
            "\n",
            " 11570: 0.535428, 0.604104 avg loss, 0.000010 rate, 1.084668 seconds, 740480 images, 0.164830 hours left\n",
            "Loaded: 0.000066 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.872055), count: 1, class_loss = 0.001607, iou_loss = 0.001280, total_loss = 0.002887 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.803111), count: 169, class_loss = 0.691788, iou_loss = 0.510900, total_loss = 1.202688 \n",
            " total_bbox = 3833830, rewritten_bbox = 0.034639 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.000379, iou_loss = 0.000000, total_loss = 0.000379 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.802153), count: 158, class_loss = 0.664078, iou_loss = 0.426382, total_loss = 1.090460 \n",
            " total_bbox = 3833988, rewritten_bbox = 0.034638 % \n",
            "\n",
            " 11571: 0.574104, 0.601104 avg loss, 0.000010 rate, 1.131677 seconds, 740544 images, 0.164477 hours left\n",
            "Loaded: 0.000052 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.662647), count: 2, class_loss = 0.028073, iou_loss = 0.027211, total_loss = 0.055284 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.811922), count: 171, class_loss = 0.721389, iou_loss = 0.521902, total_loss = 1.243291 \n",
            " total_bbox = 3834161, rewritten_bbox = 0.034636 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.821818), count: 1, class_loss = 0.012078, iou_loss = 0.003950, total_loss = 0.016029 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.810926), count: 155, class_loss = 0.701820, iou_loss = 0.391811, total_loss = 1.093631 \n",
            " total_bbox = 3834317, rewritten_bbox = 0.034635 % \n",
            "\n",
            " 11572: 0.602059, 0.601199 avg loss, 0.000010 rate, 1.113257 seconds, 740608 images, 0.164181 hours left\n",
            "Loaded: 0.000053 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.730317), count: 2, class_loss = 0.000457, iou_loss = 0.013650, total_loss = 0.014107 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.812416), count: 169, class_loss = 0.476991, iou_loss = 0.448690, total_loss = 0.925680 \n",
            " total_bbox = 3834488, rewritten_bbox = 0.034633 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.725109), count: 1, class_loss = 0.003825, iou_loss = 0.004785, total_loss = 0.008611 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.798768), count: 165, class_loss = 0.482244, iou_loss = 0.435679, total_loss = 0.917923 \n",
            " total_bbox = 3834654, rewritten_bbox = 0.034632 % \n",
            "\n",
            " 11573: 0.466580, 0.587737 avg loss, 0.000010 rate, 1.106344 seconds, 740672 images, 0.163863 hours left\n",
            "Loaded: 0.000103 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.650548), count: 5, class_loss = 0.143135, iou_loss = 0.031101, total_loss = 0.174236 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.794263), count: 143, class_loss = 0.908119, iou_loss = 0.482787, total_loss = 1.390906 \n",
            " total_bbox = 3834802, rewritten_bbox = 0.034630 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.000010, iou_loss = 0.000000, total_loss = 0.000010 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.803847), count: 167, class_loss = 0.677862, iou_loss = 0.446673, total_loss = 1.124534 \n",
            " total_bbox = 3834969, rewritten_bbox = 0.034629 % \n",
            "\n",
            " 11574: 0.672421, 0.596206 avg loss, 0.000010 rate, 1.112444 seconds, 740736 images, 0.163537 hours left\n",
            "Loaded: 0.000071 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.001183, iou_loss = 0.000000, total_loss = 0.001183 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.798010), count: 155, class_loss = 0.798579, iou_loss = 0.443360, total_loss = 1.241939 \n",
            " total_bbox = 3835124, rewritten_bbox = 0.034627 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.794918), count: 1, class_loss = 0.017862, iou_loss = 0.002593, total_loss = 0.020455 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.805059), count: 162, class_loss = 0.731993, iou_loss = 0.449884, total_loss = 1.181878 \n",
            " total_bbox = 3835287, rewritten_bbox = 0.034626 % \n",
            "\n",
            " 11575: 0.611364, 0.597721 avg loss, 0.000010 rate, 1.143336 seconds, 740800 images, 0.163218 hours left\n",
            "Loaded: 0.000077 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.742381), count: 1, class_loss = 0.024857, iou_loss = 0.004575, total_loss = 0.029431 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.802267), count: 165, class_loss = 0.691420, iou_loss = 0.500680, total_loss = 1.192100 \n",
            " total_bbox = 3835453, rewritten_bbox = 0.034624 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.822773), count: 4, class_loss = 0.033779, iou_loss = 0.007943, total_loss = 0.041722 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.778579), count: 142, class_loss = 0.725899, iou_loss = 0.597155, total_loss = 1.323054 \n",
            " total_bbox = 3835599, rewritten_bbox = 0.034649 % \n",
            "\n",
            " 11576: 0.646577, 0.602607 avg loss, 0.000010 rate, 1.103181 seconds, 740864 images, 0.162935 hours left\n",
            "Loaded: 0.000077 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.712642), count: 3, class_loss = 0.115512, iou_loss = 0.039659, total_loss = 0.155171 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.786672), count: 175, class_loss = 0.880648, iou_loss = 0.626648, total_loss = 1.507296 \n",
            " total_bbox = 3835777, rewritten_bbox = 0.034647 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.715157), count: 2, class_loss = 0.046262, iou_loss = 0.004275, total_loss = 0.050537 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.796978), count: 161, class_loss = 0.913025, iou_loss = 0.553806, total_loss = 1.466832 \n",
            " total_bbox = 3835940, rewritten_bbox = 0.034646 % \n",
            "\n",
            " 11577: 0.794959, 0.621842 avg loss, 0.000010 rate, 1.119979 seconds, 740928 images, 0.162605 hours left\n",
            "Loaded: 0.000079 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.693271), count: 5, class_loss = 0.090261, iou_loss = 0.043495, total_loss = 0.133756 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.798033), count: 167, class_loss = 1.051912, iou_loss = 0.512875, total_loss = 1.564787 \n",
            " total_bbox = 3836112, rewritten_bbox = 0.034644 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.677839), count: 2, class_loss = 0.008689, iou_loss = 0.013562, total_loss = 0.022251 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.818288), count: 167, class_loss = 0.479651, iou_loss = 0.364617, total_loss = 0.844267 \n",
            " total_bbox = 3836281, rewritten_bbox = 0.034643 % \n",
            "\n",
            " 11578: 0.641265, 0.623784 avg loss, 0.000010 rate, 1.119338 seconds, 740992 images, 0.162296 hours left\n",
            "Loaded: 0.000082 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.690356), count: 2, class_loss = 0.000345, iou_loss = 0.006375, total_loss = 0.006719 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.797799), count: 170, class_loss = 0.775449, iou_loss = 0.590496, total_loss = 1.365945 \n",
            " total_bbox = 3836453, rewritten_bbox = 0.034641 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.752484), count: 2, class_loss = 0.067023, iou_loss = 0.009587, total_loss = 0.076610 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.808780), count: 168, class_loss = 0.723987, iou_loss = 0.454330, total_loss = 1.178318 \n",
            " total_bbox = 3836623, rewritten_bbox = 0.034640 % \n",
            "\n",
            " 11579: 0.656898, 0.627096 avg loss, 0.000010 rate, 1.107874 seconds, 741056 images, 0.161985 hours left\n",
            "Loaded: 0.000049 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.000654, iou_loss = 0.000000, total_loss = 0.000654 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.801690), count: 151, class_loss = 0.584157, iou_loss = 0.454041, total_loss = 1.038198 \n",
            " total_bbox = 3836774, rewritten_bbox = 0.034638 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.537179), count: 2, class_loss = 0.054023, iou_loss = 0.024964, total_loss = 0.078987 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.807969), count: 188, class_loss = 0.999242, iou_loss = 0.553442, total_loss = 1.552684 \n",
            " total_bbox = 3836964, rewritten_bbox = 0.034637 % \n",
            "\n",
            " 11580: 0.667631, 0.631149 avg loss, 0.000010 rate, 1.146118 seconds, 741120 images, 0.161661 hours left\n",
            "Loaded: 0.000077 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.767144), count: 3, class_loss = 0.036190, iou_loss = 0.008629, total_loss = 0.044819 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.809385), count: 158, class_loss = 0.678666, iou_loss = 0.437180, total_loss = 1.115846 \n",
            " total_bbox = 3837125, rewritten_bbox = 0.034635 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.815035), count: 2, class_loss = 0.022053, iou_loss = 0.002647, total_loss = 0.024699 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.806289), count: 150, class_loss = 0.636069, iou_loss = 0.385024, total_loss = 1.021093 \n",
            " total_bbox = 3837277, rewritten_bbox = 0.034634 % \n",
            "\n",
            " 11581: 0.551614, 0.623196 avg loss, 0.000010 rate, 1.142429 seconds, 741184 images, 0.161381 hours left\n",
            "Loaded: 0.000072 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.755583), count: 1, class_loss = 0.000264, iou_loss = 0.002399, total_loss = 0.002663 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.804379), count: 177, class_loss = 0.658303, iou_loss = 0.471237, total_loss = 1.129541 \n",
            " total_bbox = 3837455, rewritten_bbox = 0.034632 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.641775), count: 4, class_loss = 0.097368, iou_loss = 0.024643, total_loss = 0.122011 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.804596), count: 167, class_loss = 0.928175, iou_loss = 0.470580, total_loss = 1.398755 \n",
            " total_bbox = 3837626, rewritten_bbox = 0.034631 % \n",
            "\n",
            " 11582: 0.663242, 0.627200 avg loss, 0.000010 rate, 1.119267 seconds, 741248 images, 0.161097 hours left\n",
            "Loaded: 0.000079 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.000009, iou_loss = 0.000000, total_loss = 0.000009 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.808171), count: 169, class_loss = 0.546432, iou_loss = 0.451378, total_loss = 0.997810 \n",
            " total_bbox = 3837795, rewritten_bbox = 0.034629 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.570531), count: 1, class_loss = 0.028134, iou_loss = 0.011924, total_loss = 0.040058 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.786615), count: 148, class_loss = 1.125920, iou_loss = 0.505285, total_loss = 1.631205 \n",
            " total_bbox = 3837944, rewritten_bbox = 0.034628 % \n",
            "\n",
            " 11583: 0.667270, 0.631207 avg loss, 0.000010 rate, 1.119003 seconds, 741312 images, 0.160786 hours left\n",
            "Loaded: 0.000060 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.763967), count: 1, class_loss = 0.046438, iou_loss = 0.004926, total_loss = 0.051364 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.796918), count: 153, class_loss = 0.715368, iou_loss = 0.561860, total_loss = 1.277228 \n",
            " total_bbox = 3838098, rewritten_bbox = 0.034627 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.000286, iou_loss = 0.000000, total_loss = 0.000286 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.817331), count: 169, class_loss = 0.556976, iou_loss = 0.369472, total_loss = 0.926448 \n",
            " total_bbox = 3838267, rewritten_bbox = 0.034625 % \n",
            "\n",
            " 11584: 0.563832, 0.624470 avg loss, 0.000010 rate, 1.123498 seconds, 741376 images, 0.160474 hours left\n",
            "Loaded: 0.000080 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.002191, iou_loss = 0.000000, total_loss = 0.002191 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.805852), count: 161, class_loss = 0.643703, iou_loss = 0.447781, total_loss = 1.091484 \n",
            " total_bbox = 3838427, rewritten_bbox = 0.034624 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.749766), count: 3, class_loss = 0.045339, iou_loss = 0.010888, total_loss = 0.056227 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.803773), count: 155, class_loss = 0.622201, iou_loss = 0.471425, total_loss = 1.093626 \n",
            " total_bbox = 3838585, rewritten_bbox = 0.034622 % \n",
            "\n",
            " 11585: 0.560882, 0.618111 avg loss, 0.000010 rate, 1.105722 seconds, 741440 images, 0.160168 hours left\n",
            "Loaded: 0.000054 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.729844), count: 1, class_loss = 0.021106, iou_loss = 0.004733, total_loss = 0.025839 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.797025), count: 175, class_loss = 0.446186, iou_loss = 0.514812, total_loss = 0.960998 \n",
            " total_bbox = 3838761, rewritten_bbox = 0.034621 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.004135, iou_loss = 0.000000, total_loss = 0.004135 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.805295), count: 155, class_loss = 0.799837, iou_loss = 0.444390, total_loss = 1.244228 \n",
            " total_bbox = 3838916, rewritten_bbox = 0.034619 % \n",
            "\n",
            " 11586: 0.558800, 0.612180 avg loss, 0.000010 rate, 1.119805 seconds, 741504 images, 0.159841 hours left\n",
            "Loaded: 0.000055 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.637913), count: 1, class_loss = 0.001165, iou_loss = 0.003379, total_loss = 0.004545 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.797024), count: 162, class_loss = 0.708226, iou_loss = 0.505027, total_loss = 1.213253 \n",
            " total_bbox = 3839079, rewritten_bbox = 0.034618 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.001319, iou_loss = 0.000000, total_loss = 0.001319 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.805480), count: 157, class_loss = 0.615896, iou_loss = 0.463299, total_loss = 1.079194 \n",
            " total_bbox = 3839236, rewritten_bbox = 0.034616 % \n",
            "\n",
            " 11587: 0.574578, 0.608420 avg loss, 0.000010 rate, 1.101136 seconds, 741568 images, 0.159531 hours left\n",
            "Loaded: 0.000088 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.005428, iou_loss = 0.000000, total_loss = 0.005428 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.807610), count: 173, class_loss = 0.744647, iou_loss = 0.493530, total_loss = 1.238177 \n",
            " total_bbox = 3839409, rewritten_bbox = 0.034615 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.585535), count: 1, class_loss = 0.009154, iou_loss = 0.010251, total_loss = 0.019405 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.808261), count: 179, class_loss = 0.847768, iou_loss = 0.496872, total_loss = 1.344639 \n",
            " total_bbox = 3839588, rewritten_bbox = 0.034613 % \n",
            "\n",
            " 11588: 0.651912, 0.612769 avg loss, 0.000010 rate, 1.114038 seconds, 741632 images, 0.159199 hours left\n",
            "Loaded: 0.000085 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.003790, iou_loss = 0.000000, total_loss = 0.003790 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.804995), count: 154, class_loss = 0.782037, iou_loss = 0.391934, total_loss = 1.173971 \n",
            " total_bbox = 3839742, rewritten_bbox = 0.034612 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.598067), count: 2, class_loss = 0.031117, iou_loss = 0.037200, total_loss = 0.068317 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.801146), count: 149, class_loss = 0.525439, iou_loss = 0.441348, total_loss = 0.966787 \n",
            " total_bbox = 3839893, rewritten_bbox = 0.034610 % \n",
            "\n",
            " 11589: 0.553216, 0.606814 avg loss, 0.000010 rate, 1.121030 seconds, 741696 images, 0.158882 hours left\n",
            "Loaded: 0.000071 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.877000), count: 1, class_loss = 0.002077, iou_loss = 0.001467, total_loss = 0.003544 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.799539), count: 157, class_loss = 0.677265, iou_loss = 0.486030, total_loss = 1.163295 \n",
            " total_bbox = 3840051, rewritten_bbox = 0.034609 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.005892, iou_loss = 0.000000, total_loss = 0.005892 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.793649), count: 155, class_loss = 1.001728, iou_loss = 0.516326, total_loss = 1.518054 \n",
            " total_bbox = 3840206, rewritten_bbox = 0.034608 % \n",
            "\n",
            " 11590: 0.672696, 0.613402 avg loss, 0.000010 rate, 1.136657 seconds, 741760 images, 0.158573 hours left\n",
            "Loaded: 0.000053 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.764686), count: 4, class_loss = 0.024024, iou_loss = 0.019195, total_loss = 0.043219 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.790459), count: 154, class_loss = 0.988779, iou_loss = 0.544022, total_loss = 1.532801 \n",
            " total_bbox = 3840364, rewritten_bbox = 0.034606 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.481668), count: 1, class_loss = 0.004070, iou_loss = 0.029860, total_loss = 0.033930 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.784786), count: 169, class_loss = 0.837257, iou_loss = 0.664756, total_loss = 1.502013 \n",
            " total_bbox = 3840534, rewritten_bbox = 0.034605 % \n",
            "\n",
            " 11591: 0.777991, 0.629861 avg loss, 0.000010 rate, 1.093222 seconds, 741824 images, 0.158282 hours left\n",
            "Loaded: 0.000049 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.000234, iou_loss = 0.000000, total_loss = 0.000234 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.819343), count: 162, class_loss = 0.653387, iou_loss = 0.381826, total_loss = 1.035213 \n",
            " total_bbox = 3840696, rewritten_bbox = 0.034603 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.543040), count: 2, class_loss = 0.032943, iou_loss = 0.031586, total_loss = 0.064529 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.799015), count: 163, class_loss = 0.788792, iou_loss = 0.487010, total_loss = 1.275802 \n",
            " total_bbox = 3840861, rewritten_bbox = 0.034602 % \n",
            "\n",
            " 11592: 0.593944, 0.626269 avg loss, 0.000010 rate, 1.120783 seconds, 741888 images, 0.157941 hours left\n",
            "Loaded: 0.000066 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.000484, iou_loss = 0.000000, total_loss = 0.000484 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.800110), count: 166, class_loss = 0.823546, iou_loss = 0.508348, total_loss = 1.331893 \n",
            " total_bbox = 3841027, rewritten_bbox = 0.034600 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.654574), count: 2, class_loss = 0.038109, iou_loss = 0.017291, total_loss = 0.055400 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.800938), count: 160, class_loss = 0.568203, iou_loss = 0.423661, total_loss = 0.991864 \n",
            " total_bbox = 3841189, rewritten_bbox = 0.034599 % \n",
            "\n",
            " 11593: 0.594910, 0.623133 avg loss, 0.000010 rate, 1.137217 seconds, 741952 images, 0.157632 hours left\n",
            "Loaded: 0.000051 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.005655, iou_loss = 0.000000, total_loss = 0.005655 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.800800), count: 161, class_loss = 0.951503, iou_loss = 0.482846, total_loss = 1.434349 \n",
            " total_bbox = 3841350, rewritten_bbox = 0.034597 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.669265), count: 4, class_loss = 0.069787, iou_loss = 0.029997, total_loss = 0.099784 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.816665), count: 186, class_loss = 0.755375, iou_loss = 0.447760, total_loss = 1.203135 \n",
            " total_bbox = 3841540, rewritten_bbox = 0.034596 % \n",
            "\n",
            " 11594: 0.685731, 0.629393 avg loss, 0.000010 rate, 1.122643 seconds, 742016 images, 0.157341 hours left\n",
            "Loaded: 0.000085 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.710638), count: 3, class_loss = 0.029871, iou_loss = 0.012933, total_loss = 0.042804 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.797419), count: 168, class_loss = 0.832028, iou_loss = 0.510363, total_loss = 1.342391 \n",
            " total_bbox = 3841711, rewritten_bbox = 0.034594 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.851019), count: 1, class_loss = 0.000158, iou_loss = 0.000989, total_loss = 0.001147 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.812328), count: 168, class_loss = 0.698019, iou_loss = 0.440906, total_loss = 1.138925 \n",
            " total_bbox = 3841880, rewritten_bbox = 0.034592 % \n",
            "\n",
            " 11595: 0.631317, 0.629585 avg loss, 0.000010 rate, 1.121600 seconds, 742080 images, 0.157034 hours left\n",
            "Loaded: 0.000074 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.708253), count: 1, class_loss = 0.000347, iou_loss = 0.003477, total_loss = 0.003824 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.808351), count: 156, class_loss = 0.524081, iou_loss = 0.395975, total_loss = 0.920056 \n",
            " total_bbox = 3842037, rewritten_bbox = 0.034591 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.679752), count: 2, class_loss = 0.001303, iou_loss = 0.010686, total_loss = 0.011989 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.804301), count: 167, class_loss = 0.855695, iou_loss = 0.474046, total_loss = 1.329741 \n",
            " total_bbox = 3842206, rewritten_bbox = 0.034590 % \n",
            "\n",
            " 11596: 0.566402, 0.623267 avg loss, 0.000010 rate, 1.099225 seconds, 742144 images, 0.156726 hours left\n",
            "Loaded: 0.000043 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.001243, iou_loss = 0.000000, total_loss = 0.001243 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.798224), count: 155, class_loss = 0.882907, iou_loss = 0.518438, total_loss = 1.401345 \n",
            " total_bbox = 3842361, rewritten_bbox = 0.034588 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.757800), count: 1, class_loss = 0.099030, iou_loss = 0.011984, total_loss = 0.111015 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.778409), count: 177, class_loss = 1.055390, iou_loss = 0.689778, total_loss = 1.745168 \n",
            " total_bbox = 3842539, rewritten_bbox = 0.034587 % \n",
            "\n",
            " 11597: 0.814693, 0.642410 avg loss, 0.000010 rate, 1.121378 seconds, 742208 images, 0.156392 hours left\n",
            "Loaded: 0.000069 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.573665), count: 1, class_loss = 0.051239, iou_loss = 0.006236, total_loss = 0.057475 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.799565), count: 162, class_loss = 0.632773, iou_loss = 0.447951, total_loss = 1.080724 \n",
            " total_bbox = 3842702, rewritten_bbox = 0.034585 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.001805, iou_loss = 0.000000, total_loss = 0.001805 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.808723), count: 166, class_loss = 0.692295, iou_loss = 0.448398, total_loss = 1.140693 \n",
            " total_bbox = 3842867, rewritten_bbox = 0.034584 % \n",
            "\n",
            " 11598: 0.570174, 0.635186 avg loss, 0.000010 rate, 1.129687 seconds, 742272 images, 0.156084 hours left\n",
            "Loaded: 0.000067 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.718937), count: 2, class_loss = 0.050872, iou_loss = 0.008572, total_loss = 0.059444 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.812757), count: 171, class_loss = 0.625982, iou_loss = 0.448018, total_loss = 1.074000 \n",
            " total_bbox = 3843040, rewritten_bbox = 0.034582 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.823020), count: 1, class_loss = 0.000210, iou_loss = 0.002229, total_loss = 0.002439 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.787684), count: 155, class_loss = 0.730360, iou_loss = 0.518105, total_loss = 1.248465 \n",
            " total_bbox = 3843196, rewritten_bbox = 0.034581 % \n",
            "\n",
            " 11599: 0.596087, 0.631276 avg loss, 0.000010 rate, 1.114603 seconds, 742336 images, 0.155784 hours left\n",
            "Loaded: 0.000044 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.705154), count: 4, class_loss = 0.119688, iou_loss = 0.026389, total_loss = 0.146077 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.796420), count: 168, class_loss = 0.960292, iou_loss = 0.558785, total_loss = 1.519076 \n",
            " total_bbox = 3843368, rewritten_bbox = 0.034579 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.786922), count: 1, class_loss = 0.014894, iou_loss = 0.002355, total_loss = 0.017248 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.816301), count: 158, class_loss = 0.513958, iou_loss = 0.376247, total_loss = 0.890204 \n",
            " total_bbox = 3843527, rewritten_bbox = 0.034578 % \n",
            "\n",
            " 11600: 0.643151, 0.632464 avg loss, 0.000010 rate, 1.111987 seconds, 742400 images, 0.155468 hours left\n",
            "Saving weights to /mydrive/modelbackup//yolov3-tiny-custom_last.weights\n",
            "Loaded: 0.000071 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.003619, iou_loss = 0.000000, total_loss = 0.003619 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.811922), count: 147, class_loss = 0.430242, iou_loss = 0.372829, total_loss = 0.803070 \n",
            " total_bbox = 3843674, rewritten_bbox = 0.034576 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.711012), count: 4, class_loss = 0.006130, iou_loss = 0.026379, total_loss = 0.032509 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.795046), count: 154, class_loss = 0.711502, iou_loss = 0.519081, total_loss = 1.230583 \n",
            " total_bbox = 3843832, rewritten_bbox = 0.034575 % \n",
            "\n",
            " 11601: 0.517445, 0.620962 avg loss, 0.000010 rate, 0.841208 seconds, 742464 images, 0.155149 hours left\n",
            "Loaded: 0.095595 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.686837), count: 4, class_loss = 0.055147, iou_loss = 0.018989, total_loss = 0.074136 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.797273), count: 163, class_loss = 0.648693, iou_loss = 0.517356, total_loss = 1.166049 \n",
            " total_bbox = 3843999, rewritten_bbox = 0.034573 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.707071), count: 3, class_loss = 0.022700, iou_loss = 0.010349, total_loss = 0.033049 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.809169), count: 148, class_loss = 0.681610, iou_loss = 0.409152, total_loss = 1.090762 \n",
            " total_bbox = 3844150, rewritten_bbox = 0.034572 % \n",
            "\n",
            " 11602: 0.590999, 0.617966 avg loss, 0.000010 rate, 0.979484 seconds, 742528 images, 0.154533 hours left\n",
            "Loaded: 0.000095 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.601094), count: 1, class_loss = 0.000676, iou_loss = 0.008109, total_loss = 0.008785 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.803430), count: 163, class_loss = 0.658598, iou_loss = 0.456826, total_loss = 1.115424 \n",
            " total_bbox = 3844314, rewritten_bbox = 0.034571 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.886518), count: 1, class_loss = 0.022752, iou_loss = 0.001241, total_loss = 0.023993 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.803501), count: 148, class_loss = 0.525734, iou_loss = 0.616455, total_loss = 1.142189 \n",
            " total_bbox = 3844463, rewritten_bbox = 0.034569 % \n",
            "\n",
            " 11603: 0.572598, 0.613429 avg loss, 0.000010 rate, 1.133547 seconds, 742592 images, 0.154176 hours left\n",
            "Loaded: 0.000052 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.000033, iou_loss = 0.000000, total_loss = 0.000033 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.803512), count: 151, class_loss = 0.574505, iou_loss = 0.445334, total_loss = 1.019839 \n",
            " total_bbox = 3844614, rewritten_bbox = 0.034568 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.700195), count: 4, class_loss = 0.079237, iou_loss = 0.041795, total_loss = 0.121031 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.810385), count: 150, class_loss = 0.583372, iou_loss = 0.390422, total_loss = 0.973794 \n",
            " total_bbox = 3844768, rewritten_bbox = 0.034566 % \n",
            "\n",
            " 11604: 0.528674, 0.604953 avg loss, 0.000010 rate, 1.105956 seconds, 742656 images, 0.153885 hours left\n",
            "Loaded: 0.000051 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.754735), count: 2, class_loss = 0.006336, iou_loss = 0.005325, total_loss = 0.011661 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.802102), count: 167, class_loss = 0.859209, iou_loss = 0.450200, total_loss = 1.309409 \n",
            " total_bbox = 3844937, rewritten_bbox = 0.034565 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.007675, iou_loss = 0.000000, total_loss = 0.007675 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.802159), count: 168, class_loss = 0.547207, iou_loss = 0.454621, total_loss = 1.001829 \n",
            " total_bbox = 3845105, rewritten_bbox = 0.034563 % \n",
            "\n",
            " 11605: 0.582643, 0.602722 avg loss, 0.000010 rate, 1.125920 seconds, 742720 images, 0.153563 hours left\n",
            "Loaded: 0.000056 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.530171), count: 3, class_loss = 0.039065, iou_loss = 0.025032, total_loss = 0.064097 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.808566), count: 163, class_loss = 0.653662, iou_loss = 0.442125, total_loss = 1.095787 \n",
            " total_bbox = 3845271, rewritten_bbox = 0.034562 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.711665), count: 1, class_loss = 0.000887, iou_loss = 0.006954, total_loss = 0.007841 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.786167), count: 159, class_loss = 0.786229, iou_loss = 0.528837, total_loss = 1.315066 \n",
            " total_bbox = 3845431, rewritten_bbox = 0.034560 % \n",
            "\n",
            " 11606: 0.620698, 0.604520 avg loss, 0.000010 rate, 1.127733 seconds, 742784 images, 0.153262 hours left\n",
            "Loaded: 0.014498 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.708697), count: 2, class_loss = 0.008173, iou_loss = 0.008825, total_loss = 0.016998 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.808044), count: 157, class_loss = 0.785824, iou_loss = 0.420017, total_loss = 1.205841 \n",
            " total_bbox = 3845590, rewritten_bbox = 0.034559 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.009518, iou_loss = 0.000000, total_loss = 0.009518 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.782336), count: 153, class_loss = 0.970461, iou_loss = 0.511476, total_loss = 1.481937 \n",
            " total_bbox = 3845743, rewritten_bbox = 0.034558 % \n",
            "\n",
            " 11607: 0.678573, 0.611925 avg loss, 0.000010 rate, 1.084567 seconds, 742848 images, 0.152965 hours left\n",
            "Loaded: 0.000065 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.813473), count: 1, class_loss = 0.001001, iou_loss = 0.001619, total_loss = 0.002620 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.794732), count: 141, class_loss = 0.724619, iou_loss = 0.505209, total_loss = 1.229828 \n",
            " total_bbox = 3845885, rewritten_bbox = 0.034556 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.644098), count: 1, class_loss = 0.000067, iou_loss = 0.008582, total_loss = 0.008649 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.793683), count: 145, class_loss = 0.710853, iou_loss = 0.506170, total_loss = 1.217023 \n",
            " total_bbox = 3846031, rewritten_bbox = 0.034555 % \n",
            "\n",
            " 11608: 0.614530, 0.612186 avg loss, 0.000010 rate, 1.120771 seconds, 742912 images, 0.152635 hours left\n",
            "Loaded: 0.000070 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.564228), count: 2, class_loss = 0.076824, iou_loss = 0.036198, total_loss = 0.113022 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.798360), count: 158, class_loss = 0.691241, iou_loss = 0.448486, total_loss = 1.139727 \n",
            " total_bbox = 3846191, rewritten_bbox = 0.034554 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.677263), count: 3, class_loss = 0.019489, iou_loss = 0.029334, total_loss = 0.048823 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.797144), count: 169, class_loss = 0.973569, iou_loss = 0.618860, total_loss = 1.592429 \n",
            " total_bbox = 3846363, rewritten_bbox = 0.034552 % \n",
            "\n",
            " 11609: 0.723500, 0.623317 avg loss, 0.000010 rate, 1.099979 seconds, 742976 images, 0.152329 hours left\n",
            "Loaded: 0.000073 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.831176), count: 1, class_loss = 0.008020, iou_loss = 0.002037, total_loss = 0.010057 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.791766), count: 174, class_loss = 0.668152, iou_loss = 0.570557, total_loss = 1.238710 \n",
            " total_bbox = 3846538, rewritten_bbox = 0.034551 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.574186), count: 1, class_loss = 0.001788, iou_loss = 0.004694, total_loss = 0.006482 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.812067), count: 165, class_loss = 0.417149, iou_loss = 0.417870, total_loss = 0.835019 \n",
            " total_bbox = 3846704, rewritten_bbox = 0.034549 % \n",
            "\n",
            " 11610: 0.522567, 0.613242 avg loss, 0.000010 rate, 1.167348 seconds, 743040 images, 0.152000 hours left\n",
            "Loaded: 0.000051 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.816705), count: 1, class_loss = 0.000594, iou_loss = 0.002066, total_loss = 0.002660 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.784365), count: 184, class_loss = 0.618859, iou_loss = 0.701141, total_loss = 1.320000 \n",
            " total_bbox = 3846889, rewritten_bbox = 0.034547 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.573534), count: 1, class_loss = 0.075781, iou_loss = 0.024983, total_loss = 0.100764 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.798509), count: 151, class_loss = 0.802483, iou_loss = 0.515844, total_loss = 1.318327 \n",
            " total_bbox = 3847041, rewritten_bbox = 0.034546 % \n",
            "\n",
            " 11611: 0.685438, 0.620462 avg loss, 0.000010 rate, 1.121877 seconds, 743104 images, 0.151745 hours left\n",
            "Loaded: 0.000066 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.705233), count: 1, class_loss = 0.000916, iou_loss = 0.005679, total_loss = 0.006595 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.815792), count: 166, class_loss = 0.663147, iou_loss = 0.393386, total_loss = 1.056534 \n",
            " total_bbox = 3847208, rewritten_bbox = 0.034545 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.033894, iou_loss = 0.000000, total_loss = 0.033894 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.790836), count: 170, class_loss = 0.568337, iou_loss = 0.513312, total_loss = 1.081649 \n",
            " total_bbox = 3847378, rewritten_bbox = 0.034543 % \n",
            "\n",
            " 11612: 0.544668, 0.612882 avg loss, 0.000010 rate, 1.135089 seconds, 743168 images, 0.151440 hours left\n",
            "Loaded: 0.000074 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.780932), count: 3, class_loss = 0.003848, iou_loss = 0.009973, total_loss = 0.013822 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.791385), count: 144, class_loss = 0.693967, iou_loss = 0.434683, total_loss = 1.128649 \n",
            " total_bbox = 3847525, rewritten_bbox = 0.034542 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.000396, iou_loss = 0.000000, total_loss = 0.000396 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.809546), count: 156, class_loss = 0.634801, iou_loss = 0.412690, total_loss = 1.047491 \n",
            " total_bbox = 3847681, rewritten_bbox = 0.034540 % \n",
            "\n",
            " 11613: 0.547590, 0.606353 avg loss, 0.000010 rate, 1.100713 seconds, 743232 images, 0.151149 hours left\n",
            "Loaded: 0.000078 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.817076), count: 1, class_loss = 0.000889, iou_loss = 0.001847, total_loss = 0.002735 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.794917), count: 168, class_loss = 0.728583, iou_loss = 0.472328, total_loss = 1.200911 \n",
            " total_bbox = 3847850, rewritten_bbox = 0.034539 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.680475), count: 1, class_loss = 0.019938, iou_loss = 0.008422, total_loss = 0.028360 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.796383), count: 169, class_loss = 0.648687, iou_loss = 0.505117, total_loss = 1.153804 \n",
            " total_bbox = 3848020, rewritten_bbox = 0.034537 % \n",
            "\n",
            " 11614: 0.596452, 0.605363 avg loss, 0.000010 rate, 1.113384 seconds, 743296 images, 0.150821 hours left\n",
            "Loaded: 0.000050 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.618210), count: 1, class_loss = 0.025963, iou_loss = 0.008217, total_loss = 0.034180 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.818630), count: 174, class_loss = 0.590954, iou_loss = 0.376233, total_loss = 0.967187 \n",
            " total_bbox = 3848195, rewritten_bbox = 0.034536 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.000458, iou_loss = 0.000000, total_loss = 0.000458 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.791472), count: 178, class_loss = 1.240150, iou_loss = 0.581341, total_loss = 1.821491 \n",
            " total_bbox = 3848373, rewritten_bbox = 0.034534 % \n",
            "\n",
            " 11615: 0.705829, 0.615410 avg loss, 0.000010 rate, 1.129676 seconds, 743360 images, 0.150507 hours left\n",
            "Loaded: 0.000065 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.837635), count: 1, class_loss = 0.003530, iou_loss = 0.001575, total_loss = 0.005105 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.807400), count: 154, class_loss = 0.561777, iou_loss = 0.491566, total_loss = 1.053342 \n",
            " total_bbox = 3848528, rewritten_bbox = 0.034533 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.722460), count: 2, class_loss = 0.018944, iou_loss = 0.004768, total_loss = 0.023711 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.813395), count: 171, class_loss = 0.413959, iou_loss = 0.438171, total_loss = 0.852130 \n",
            " total_bbox = 3848701, rewritten_bbox = 0.034531 % \n",
            "\n",
            " 11616: 0.483572, 0.602226 avg loss, 0.000010 rate, 1.124250 seconds, 743424 images, 0.150210 hours left\n",
            "Loaded: 0.000075 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.733563), count: 3, class_loss = 0.013502, iou_loss = 0.015059, total_loss = 0.028560 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.800039), count: 175, class_loss = 0.813351, iou_loss = 0.531580, total_loss = 1.344931 \n",
            " total_bbox = 3848879, rewritten_bbox = 0.034530 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.000461, iou_loss = 0.000000, total_loss = 0.000461 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.802930), count: 153, class_loss = 0.785856, iou_loss = 0.427701, total_loss = 1.213557 \n",
            " total_bbox = 3849032, rewritten_bbox = 0.034528 % \n",
            "\n",
            " 11617: 0.646877, 0.606691 avg loss, 0.000010 rate, 1.143796 seconds, 743488 images, 0.149907 hours left\n",
            "Loaded: 0.000046 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.749174), count: 4, class_loss = 0.032530, iou_loss = 0.016836, total_loss = 0.049367 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.802016), count: 172, class_loss = 0.888420, iou_loss = 0.531926, total_loss = 1.420346 \n",
            " total_bbox = 3849208, rewritten_bbox = 0.034527 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.631300), count: 1, class_loss = 0.005529, iou_loss = 0.008212, total_loss = 0.013741 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.795310), count: 178, class_loss = 0.889974, iou_loss = 0.596093, total_loss = 1.486067 \n",
            " total_bbox = 3849387, rewritten_bbox = 0.034525 % \n",
            "\n",
            " 11618: 0.742380, 0.620260 avg loss, 0.000010 rate, 1.103448 seconds, 743552 images, 0.149625 hours left\n",
            "Loaded: 0.000071 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.695812), count: 2, class_loss = 0.033435, iou_loss = 0.009249, total_loss = 0.042684 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.818538), count: 170, class_loss = 0.833190, iou_loss = 0.410529, total_loss = 1.243719 \n",
            " total_bbox = 3849559, rewritten_bbox = 0.034523 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.810711), count: 2, class_loss = 0.008135, iou_loss = 0.003707, total_loss = 0.011842 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.804636), count: 149, class_loss = 0.746969, iou_loss = 0.428044, total_loss = 1.175013 \n",
            " total_bbox = 3849710, rewritten_bbox = 0.034522 % \n",
            "\n",
            " 11619: 0.618315, 0.620065 avg loss, 0.000010 rate, 1.106440 seconds, 743616 images, 0.149300 hours left\n",
            "Loaded: 0.000091 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.745634), count: 4, class_loss = 0.094436, iou_loss = 0.018810, total_loss = 0.113246 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.787340), count: 142, class_loss = 0.829898, iou_loss = 0.480339, total_loss = 1.310237 \n",
            " total_bbox = 3849856, rewritten_bbox = 0.034521 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.749646), count: 3, class_loss = 0.014938, iou_loss = 0.014173, total_loss = 0.029111 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.810779), count: 177, class_loss = 0.575002, iou_loss = 0.420962, total_loss = 0.995964 \n",
            " total_bbox = 3850036, rewritten_bbox = 0.034519 % \n",
            "\n",
            " 11620: 0.612139, 0.619273 avg loss, 0.000010 rate, 1.103236 seconds, 743680 images, 0.148978 hours left\n",
            "Loaded: 0.000050 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.000345, iou_loss = 0.000000, total_loss = 0.000345 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.806239), count: 158, class_loss = 0.593624, iou_loss = 0.411622, total_loss = 1.005246 \n",
            " total_bbox = 3850194, rewritten_bbox = 0.034518 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.772764), count: 3, class_loss = 0.035251, iou_loss = 0.019993, total_loss = 0.055243 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.796283), count: 152, class_loss = 0.693538, iou_loss = 0.477086, total_loss = 1.170624 \n",
            " total_bbox = 3850349, rewritten_bbox = 0.034516 % \n",
            "\n",
            " 11621: 0.557865, 0.613132 avg loss, 0.000010 rate, 1.100537 seconds, 743744 images, 0.148653 hours left\n",
            "Loaded: 0.000090 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.864770), count: 1, class_loss = 0.000042, iou_loss = 0.000876, total_loss = 0.000918 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.796724), count: 154, class_loss = 0.594685, iou_loss = 0.509497, total_loss = 1.104182 \n",
            " total_bbox = 3850504, rewritten_bbox = 0.034515 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.007726, iou_loss = 0.000000, total_loss = 0.007726 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.799823), count: 160, class_loss = 0.684046, iou_loss = 0.460075, total_loss = 1.144121 \n",
            " total_bbox = 3850664, rewritten_bbox = 0.034514 % \n",
            "\n",
            " 11622: 0.564237, 0.608242 avg loss, 0.000010 rate, 1.094695 seconds, 743808 images, 0.148325 hours left\n",
            "Loaded: 0.000089 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.002332, iou_loss = 0.000000, total_loss = 0.002332 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.795906), count: 175, class_loss = 0.709487, iou_loss = 0.530836, total_loss = 1.240322 \n",
            " total_bbox = 3850838, rewritten_bbox = 0.034512 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.005677, iou_loss = 0.000000, total_loss = 0.005677 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.804856), count: 150, class_loss = 0.725226, iou_loss = 0.405749, total_loss = 1.130975 \n",
            " total_bbox = 3850988, rewritten_bbox = 0.034511 % \n",
            "\n",
            " 11623: 0.594826, 0.606901 avg loss, 0.000010 rate, 1.096543 seconds, 743872 images, 0.147991 hours left\n",
            "Loaded: 0.000076 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.742965), count: 2, class_loss = 0.059984, iou_loss = 0.009723, total_loss = 0.069707 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.782960), count: 142, class_loss = 1.101378, iou_loss = 0.551832, total_loss = 1.653209 \n",
            " total_bbox = 3851132, rewritten_bbox = 0.034509 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.004607, iou_loss = 0.000000, total_loss = 0.004607 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.795198), count: 161, class_loss = 0.621464, iou_loss = 0.461769, total_loss = 1.083232 \n",
            " total_bbox = 3851293, rewritten_bbox = 0.034508 % \n",
            "\n",
            " 11624: 0.702689, 0.616480 avg loss, 0.000010 rate, 1.139827 seconds, 743936 images, 0.147660 hours left\n",
            "Loaded: 0.000072 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.770494), count: 2, class_loss = 0.010590, iou_loss = 0.006820, total_loss = 0.017410 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.798652), count: 155, class_loss = 0.836871, iou_loss = 0.460505, total_loss = 1.297376 \n",
            " total_bbox = 3851450, rewritten_bbox = 0.034506 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.750545), count: 2, class_loss = 0.026803, iou_loss = 0.007156, total_loss = 0.033959 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.809270), count: 169, class_loss = 0.601510, iou_loss = 0.445010, total_loss = 1.046520 \n",
            " total_bbox = 3851621, rewritten_bbox = 0.034505 % \n",
            "\n",
            " 11625: 0.598816, 0.614713 avg loss, 0.000010 rate, 1.102359 seconds, 744000 images, 0.147374 hours left\n",
            "Loaded: 0.000075 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.027972, iou_loss = 0.000000, total_loss = 0.027972 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.787799), count: 146, class_loss = 0.774819, iou_loss = 0.475899, total_loss = 1.250718 \n",
            " total_bbox = 3851767, rewritten_bbox = 0.034504 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.729847), count: 6, class_loss = 0.075911, iou_loss = 0.029631, total_loss = 0.105541 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.792918), count: 161, class_loss = 0.869070, iou_loss = 0.616769, total_loss = 1.485840 \n",
            " total_bbox = 3851934, rewritten_bbox = 0.034502 % \n",
            "\n",
            " 11626: 0.717518, 0.624994 avg loss, 0.000010 rate, 1.165530 seconds, 744064 images, 0.147048 hours left\n",
            "Loaded: 0.000077 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.738079), count: 1, class_loss = 0.000133, iou_loss = 0.003420, total_loss = 0.003554 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.796426), count: 163, class_loss = 0.518104, iou_loss = 0.480121, total_loss = 0.998225 \n",
            " total_bbox = 3852098, rewritten_bbox = 0.034501 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.704731), count: 2, class_loss = 0.001982, iou_loss = 0.016583, total_loss = 0.018565 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.801597), count: 176, class_loss = 0.640457, iou_loss = 0.483687, total_loss = 1.124144 \n",
            " total_bbox = 3852276, rewritten_bbox = 0.034499 % \n",
            "\n",
            " 11627: 0.536122, 0.616107 avg loss, 0.000010 rate, 1.117795 seconds, 744128 images, 0.146789 hours left\n",
            "Loaded: 0.000078 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.845616), count: 2, class_loss = 0.006728, iou_loss = 0.003611, total_loss = 0.010340 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.800308), count: 149, class_loss = 0.857190, iou_loss = 0.486253, total_loss = 1.343443 \n",
            " total_bbox = 3852427, rewritten_bbox = 0.034498 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.821955), count: 1, class_loss = 0.002575, iou_loss = 0.004114, total_loss = 0.006689 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.803424), count: 158, class_loss = 0.726681, iou_loss = 0.447228, total_loss = 1.173909 \n",
            " total_bbox = 3852586, rewritten_bbox = 0.034496 % \n",
            "\n",
            " 11628: 0.633595, 0.617855 avg loss, 0.000010 rate, 1.133633 seconds, 744192 images, 0.146479 hours left\n",
            "Loaded: 0.000083 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.009643, iou_loss = 0.000000, total_loss = 0.009643 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.801847), count: 163, class_loss = 0.641963, iou_loss = 0.469623, total_loss = 1.111586 \n",
            " total_bbox = 3852749, rewritten_bbox = 0.034495 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.628805), count: 5, class_loss = 0.119451, iou_loss = 0.031602, total_loss = 0.151053 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.806835), count: 161, class_loss = 0.946133, iou_loss = 0.439440, total_loss = 1.385573 \n",
            " total_bbox = 3852915, rewritten_bbox = 0.034493 % \n",
            "\n",
            " 11629: 0.664464, 0.622516 avg loss, 0.000010 rate, 1.115386 seconds, 744256 images, 0.146186 hours left\n",
            "Loaded: 0.000072 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.000115, iou_loss = 0.000000, total_loss = 0.000115 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.796037), count: 174, class_loss = 0.698101, iou_loss = 0.572325, total_loss = 1.270426 \n",
            " total_bbox = 3853089, rewritten_bbox = 0.034492 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.000469, iou_loss = 0.000000, total_loss = 0.000469 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.791565), count: 158, class_loss = 0.863923, iou_loss = 0.525724, total_loss = 1.389647 \n",
            " total_bbox = 3853247, rewritten_bbox = 0.034490 % \n",
            "\n",
            " 11630: 0.665164, 0.626781 avg loss, 0.000010 rate, 1.142281 seconds, 744320 images, 0.145874 hours left\n",
            "Loaded: 0.000057 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.686284), count: 1, class_loss = 0.002943, iou_loss = 0.006921, total_loss = 0.009863 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.806065), count: 163, class_loss = 0.517539, iou_loss = 0.418976, total_loss = 0.936515 \n",
            " total_bbox = 3853411, rewritten_bbox = 0.034489 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.854362), count: 1, class_loss = 0.000460, iou_loss = 0.001785, total_loss = 0.002245 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.805720), count: 186, class_loss = 0.533084, iou_loss = 0.477889, total_loss = 1.010973 \n",
            " total_bbox = 3853598, rewritten_bbox = 0.034487 % \n",
            "\n",
            " 11631: 0.489899, 0.613093 avg loss, 0.000010 rate, 1.138875 seconds, 744384 images, 0.145589 hours left\n",
            "Loaded: 0.000086 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.006796, iou_loss = 0.000000, total_loss = 0.006796 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.790796), count: 152, class_loss = 0.881271, iou_loss = 0.482966, total_loss = 1.364237 \n",
            " total_bbox = 3853750, rewritten_bbox = 0.034486 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.759246), count: 2, class_loss = 0.001726, iou_loss = 0.009409, total_loss = 0.011134 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.786503), count: 171, class_loss = 0.926155, iou_loss = 0.624036, total_loss = 1.550191 \n",
            " total_bbox = 3853923, rewritten_bbox = 0.034484 % \n",
            "\n",
            " 11632: 0.733089, 0.625093 avg loss, 0.000010 rate, 1.103816 seconds, 744448 images, 0.145300 hours left\n",
            "Loaded: 0.000083 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.686586), count: 4, class_loss = 0.048535, iou_loss = 0.028637, total_loss = 0.077171 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.800550), count: 175, class_loss = 0.992298, iou_loss = 0.573171, total_loss = 1.565469 \n",
            " total_bbox = 3854102, rewritten_bbox = 0.034483 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.000092, iou_loss = 0.000000, total_loss = 0.000092 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.806122), count: 147, class_loss = 0.718442, iou_loss = 0.394358, total_loss = 1.112800 \n",
            " total_bbox = 3854249, rewritten_bbox = 0.034481 % \n",
            "\n",
            " 11633: 0.688883, 0.631472 avg loss, 0.000010 rate, 1.144686 seconds, 744512 images, 0.144976 hours left\n",
            "Loaded: 0.000095 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.703714), count: 2, class_loss = 0.058738, iou_loss = 0.011421, total_loss = 0.070158 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.809937), count: 159, class_loss = 0.721122, iou_loss = 0.425710, total_loss = 1.146832 \n",
            " total_bbox = 3854410, rewritten_bbox = 0.034480 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.809932), count: 1, class_loss = 0.000483, iou_loss = 0.000601, total_loss = 0.001084 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.797155), count: 179, class_loss = 0.817847, iou_loss = 0.522217, total_loss = 1.340064 \n",
            " total_bbox = 3854590, rewritten_bbox = 0.034478 % \n",
            "\n",
            " 11634: 0.639535, 0.632278 avg loss, 0.000010 rate, 1.133576 seconds, 744576 images, 0.144693 hours left\n",
            "Loaded: 0.000112 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.015537, iou_loss = 0.000000, total_loss = 0.015537 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.803917), count: 153, class_loss = 0.597269, iou_loss = 0.510989, total_loss = 1.108258 \n",
            " total_bbox = 3854743, rewritten_bbox = 0.034477 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.674316), count: 1, class_loss = 0.000016, iou_loss = 0.009029, total_loss = 0.009044 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.801127), count: 173, class_loss = 0.693977, iou_loss = 0.512383, total_loss = 1.206360 \n",
            " total_bbox = 3854917, rewritten_bbox = 0.034475 % \n",
            "\n",
            " 11635: 0.584800, 0.627530 avg loss, 0.000010 rate, 1.130502 seconds, 744640 images, 0.144399 hours left\n",
            "Loaded: 0.000077 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.000089, iou_loss = 0.000000, total_loss = 0.000089 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.793361), count: 168, class_loss = 0.406879, iou_loss = 0.503473, total_loss = 0.910352 \n",
            " total_bbox = 3855085, rewritten_bbox = 0.034474 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.669723), count: 1, class_loss = 0.032566, iou_loss = 0.004273, total_loss = 0.036838 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.782980), count: 159, class_loss = 0.802648, iou_loss = 0.553196, total_loss = 1.355843 \n",
            " total_bbox = 3855245, rewritten_bbox = 0.034473 % \n",
            "\n",
            " 11636: 0.575781, 0.622355 avg loss, 0.000010 rate, 1.135016 seconds, 744704 images, 0.144101 hours left\n",
            "Loaded: 0.000066 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.008017, iou_loss = 0.000000, total_loss = 0.008017 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.789186), count: 167, class_loss = 0.879359, iou_loss = 0.532075, total_loss = 1.411435 \n",
            " total_bbox = 3855412, rewritten_bbox = 0.034497 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.784379), count: 1, class_loss = 0.002055, iou_loss = 0.004336, total_loss = 0.006391 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.812338), count: 176, class_loss = 0.730370, iou_loss = 0.509419, total_loss = 1.239790 \n",
            " total_bbox = 3855589, rewritten_bbox = 0.034495 % \n",
            "\n",
            " 11637: 0.666408, 0.626760 avg loss, 0.000010 rate, 1.144975 seconds, 744768 images, 0.143808 hours left\n",
            "Loaded: 0.000125 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.000059, iou_loss = 0.000000, total_loss = 0.000059 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.791313), count: 169, class_loss = 0.715851, iou_loss = 0.528076, total_loss = 1.243927 \n",
            " total_bbox = 3855758, rewritten_bbox = 0.034520 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.753018), count: 2, class_loss = 0.032900, iou_loss = 0.009550, total_loss = 0.042450 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.808870), count: 156, class_loss = 0.586680, iou_loss = 0.420701, total_loss = 1.007381 \n",
            " total_bbox = 3855916, rewritten_bbox = 0.034518 % \n",
            "\n",
            " 11638: 0.573454, 0.621430 avg loss, 0.000010 rate, 1.119534 seconds, 744832 images, 0.143525 hours left\n",
            "Loaded: 0.000051 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.770294), count: 5, class_loss = 0.086845, iou_loss = 0.015003, total_loss = 0.101847 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.793372), count: 173, class_loss = 1.138436, iou_loss = 0.604744, total_loss = 1.743180 \n",
            " total_bbox = 3856094, rewritten_bbox = 0.034517 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.714467), count: 2, class_loss = 0.024399, iou_loss = 0.008287, total_loss = 0.032687 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.802427), count: 159, class_loss = 0.585347, iou_loss = 0.470830, total_loss = 1.056177 \n",
            " total_bbox = 3856255, rewritten_bbox = 0.034541 % \n",
            "\n",
            " 11639: 0.733473, 0.632634 avg loss, 0.000010 rate, 1.149611 seconds, 744896 images, 0.143215 hours left\n",
            "Loaded: 0.000089 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.771273), count: 2, class_loss = 0.039285, iou_loss = 0.003948, total_loss = 0.043233 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.823793), count: 147, class_loss = 0.364139, iou_loss = 0.323519, total_loss = 0.687658 \n",
            " total_bbox = 3856404, rewritten_bbox = 0.034540 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.798557), count: 1, class_loss = 0.000446, iou_loss = 0.001882, total_loss = 0.002328 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.792878), count: 158, class_loss = 0.714459, iou_loss = 0.444106, total_loss = 1.158564 \n",
            " total_bbox = 3856563, rewritten_bbox = 0.034539 % \n",
            "\n",
            " 11640: 0.472946, 0.616665 avg loss, 0.000010 rate, 1.147015 seconds, 744960 images, 0.142936 hours left\n",
            "Loaded: 0.000084 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.020566, iou_loss = 0.000000, total_loss = 0.020566 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.806587), count: 177, class_loss = 0.678281, iou_loss = 0.428317, total_loss = 1.106597 \n",
            " total_bbox = 3856740, rewritten_bbox = 0.034537 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.742750), count: 1, class_loss = 0.002956, iou_loss = 0.006361, total_loss = 0.009317 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.804095), count: 159, class_loss = 0.752317, iou_loss = 0.558929, total_loss = 1.311245 \n",
            " total_bbox = 3856900, rewritten_bbox = 0.034536 % \n",
            "\n",
            " 11641: 0.611931, 0.616192 avg loss, 0.000010 rate, 1.175274 seconds, 745024 images, 0.142654 hours left\n",
            "Loaded: 0.000050 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.001498, iou_loss = 0.000000, total_loss = 0.001498 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.805317), count: 176, class_loss = 0.600047, iou_loss = 0.522143, total_loss = 1.122190 \n",
            " total_bbox = 3857076, rewritten_bbox = 0.034534 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.599040), count: 3, class_loss = 0.089674, iou_loss = 0.025750, total_loss = 0.115424 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.793624), count: 179, class_loss = 0.712488, iou_loss = 0.539380, total_loss = 1.251868 \n",
            " total_bbox = 3857258, rewritten_bbox = 0.034532 % \n",
            "\n",
            " 11642: 0.622745, 0.616847 avg loss, 0.000010 rate, 1.125888 seconds, 745088 images, 0.142399 hours left\n",
            "Loaded: 0.000102 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.613158), count: 3, class_loss = 0.023420, iou_loss = 0.020376, total_loss = 0.043797 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.794648), count: 161, class_loss = 0.824845, iou_loss = 0.510171, total_loss = 1.335017 \n",
            " total_bbox = 3857422, rewritten_bbox = 0.034531 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.703203), count: 2, class_loss = 0.014828, iou_loss = 0.007496, total_loss = 0.022324 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.797558), count: 154, class_loss = 0.811109, iou_loss = 0.504595, total_loss = 1.315705 \n",
            " total_bbox = 3857578, rewritten_bbox = 0.034529 % \n",
            "\n",
            " 11643: 0.679211, 0.623084 avg loss, 0.000010 rate, 1.105809 seconds, 745152 images, 0.142095 hours left\n",
            "Loaded: 0.000051 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.001296, iou_loss = 0.000000, total_loss = 0.001296 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.804946), count: 160, class_loss = 0.743809, iou_loss = 0.436816, total_loss = 1.180625 \n",
            " total_bbox = 3857738, rewritten_bbox = 0.034528 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.714088), count: 1, class_loss = 0.001084, iou_loss = 0.002751, total_loss = 0.003836 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.809357), count: 167, class_loss = 0.639811, iou_loss = 0.447350, total_loss = 1.087161 \n",
            " total_bbox = 3857906, rewritten_bbox = 0.034527 % \n",
            "\n",
            " 11644: 0.568230, 0.617598 avg loss, 0.000010 rate, 1.114653 seconds, 745216 images, 0.141771 hours left\n",
            "Loaded: 0.000092 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.655425), count: 1, class_loss = 0.045448, iou_loss = 0.011239, total_loss = 0.056687 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.802701), count: 156, class_loss = 0.437997, iou_loss = 0.592527, total_loss = 1.030525 \n",
            " total_bbox = 3858063, rewritten_bbox = 0.034525 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.776973), count: 1, class_loss = 0.000309, iou_loss = 0.000724, total_loss = 0.001033 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.807546), count: 180, class_loss = 0.585254, iou_loss = 0.436500, total_loss = 1.021754 \n",
            " total_bbox = 3858244, rewritten_bbox = 0.034523 % \n",
            "\n",
            " 11645: 0.527500, 0.608588 avg loss, 0.000010 rate, 1.125993 seconds, 745280 images, 0.141455 hours left\n",
            "Loaded: 0.000068 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.499154), count: 1, class_loss = 0.055175, iou_loss = 0.026787, total_loss = 0.081962 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.818288), count: 163, class_loss = 0.495215, iou_loss = 0.373506, total_loss = 0.868721 \n",
            " total_bbox = 3858408, rewritten_bbox = 0.034522 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.824652), count: 1, class_loss = 0.000129, iou_loss = 0.001901, total_loss = 0.002030 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.796565), count: 176, class_loss = 0.636726, iou_loss = 0.520090, total_loss = 1.156816 \n",
            " total_bbox = 3858585, rewritten_bbox = 0.034520 % \n",
            "\n",
            " 11646: 0.527382, 0.600468 avg loss, 0.000010 rate, 1.144788 seconds, 745344 images, 0.141151 hours left\n",
            "Loaded: 0.000079 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.640500), count: 1, class_loss = 0.039639, iou_loss = 0.010543, total_loss = 0.050182 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.778914), count: 142, class_loss = 0.740167, iou_loss = 0.712096, total_loss = 1.452263 \n",
            " total_bbox = 3858728, rewritten_bbox = 0.034519 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.730834), count: 3, class_loss = 0.040848, iou_loss = 0.007159, total_loss = 0.048007 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.815129), count: 172, class_loss = 0.673361, iou_loss = 0.418730, total_loss = 1.092091 \n",
            " total_bbox = 3858903, rewritten_bbox = 0.034518 % \n",
            "\n",
            " 11647: 0.660636, 0.606484 avg loss, 0.000010 rate, 1.112439 seconds, 745408 images, 0.140866 hours left\n",
            "Loaded: 0.000072 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.701957), count: 3, class_loss = 0.008367, iou_loss = 0.020883, total_loss = 0.029251 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.807342), count: 175, class_loss = 0.666287, iou_loss = 0.487407, total_loss = 1.153694 \n",
            " total_bbox = 3859081, rewritten_bbox = 0.034542 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.570880), count: 3, class_loss = 0.105192, iou_loss = 0.054025, total_loss = 0.159217 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.794282), count: 194, class_loss = 1.056246, iou_loss = 0.731485, total_loss = 1.787731 \n",
            " total_bbox = 3859278, rewritten_bbox = 0.034540 % \n",
            "\n",
            " 11648: 0.782473, 0.624083 avg loss, 0.000010 rate, 1.167161 seconds, 745472 images, 0.140548 hours left\n",
            "Loaded: 0.000065 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.702606), count: 2, class_loss = 0.025810, iou_loss = 0.012443, total_loss = 0.038253 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.792516), count: 169, class_loss = 0.756132, iou_loss = 0.593310, total_loss = 1.349442 \n",
            " total_bbox = 3859449, rewritten_bbox = 0.034539 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.000398, iou_loss = 0.000000, total_loss = 0.000398 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.812588), count: 179, class_loss = 0.638588, iou_loss = 0.390595, total_loss = 1.029183 \n",
            " total_bbox = 3859628, rewritten_bbox = 0.034563 % \n",
            "\n",
            " 11649: 0.604319, 0.622107 avg loss, 0.000010 rate, 1.111627 seconds, 745536 images, 0.140284 hours left\n",
            "Loaded: 0.000047 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.864562), count: 2, class_loss = 0.000147, iou_loss = 0.003383, total_loss = 0.003529 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.809296), count: 166, class_loss = 0.518993, iou_loss = 0.471158, total_loss = 0.990152 \n",
            " total_bbox = 3859796, rewritten_bbox = 0.034561 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.751790), count: 1, class_loss = 0.000821, iou_loss = 0.001899, total_loss = 0.002720 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.788173), count: 162, class_loss = 0.975463, iou_loss = 0.589948, total_loss = 1.565411 \n",
            " total_bbox = 3859959, rewritten_bbox = 0.034560 % \n",
            "\n",
            " 11650: 0.640453, 0.623942 avg loss, 0.000010 rate, 1.087945 seconds, 745600 images, 0.139965 hours left\n",
            "Loaded: 0.000079 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.782119), count: 1, class_loss = 0.004675, iou_loss = 0.003178, total_loss = 0.007853 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.824522), count: 158, class_loss = 0.375616, iou_loss = 0.334633, total_loss = 0.710249 \n",
            " total_bbox = 3860118, rewritten_bbox = 0.034559 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.649867), count: 3, class_loss = 0.034461, iou_loss = 0.034455, total_loss = 0.068916 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.809193), count: 172, class_loss = 0.810391, iou_loss = 0.515368, total_loss = 1.325759 \n",
            " total_bbox = 3860293, rewritten_bbox = 0.034557 % \n",
            "\n",
            " 11651: 0.528194, 0.614367 avg loss, 0.000010 rate, 1.141641 seconds, 745664 images, 0.139623 hours left\n",
            "Loaded: 0.000094 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.766079), count: 1, class_loss = 0.005027, iou_loss = 0.001818, total_loss = 0.006845 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.814072), count: 176, class_loss = 0.720751, iou_loss = 0.467538, total_loss = 1.188289 \n",
            " total_bbox = 3860470, rewritten_bbox = 0.034555 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.683639), count: 1, class_loss = 0.024021, iou_loss = 0.003211, total_loss = 0.027232 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.797521), count: 170, class_loss = 0.956676, iou_loss = 0.563780, total_loss = 1.520457 \n",
            " total_bbox = 3860641, rewritten_bbox = 0.034554 % \n",
            "\n",
            " 11652: 0.685706, 0.621501 avg loss, 0.000010 rate, 1.128169 seconds, 745728 images, 0.139334 hours left\n",
            "Loaded: 0.000093 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.016320, iou_loss = 0.000000, total_loss = 0.016320 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.810798), count: 159, class_loss = 0.638456, iou_loss = 0.429533, total_loss = 1.067989 \n",
            " total_bbox = 3860800, rewritten_bbox = 0.034552 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.705548), count: 2, class_loss = 0.013347, iou_loss = 0.017107, total_loss = 0.030454 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.800599), count: 159, class_loss = 0.598433, iou_loss = 0.464020, total_loss = 1.062453 \n",
            " total_bbox = 3860961, rewritten_bbox = 0.034551 % \n",
            "\n",
            " 11653: 0.544304, 0.613781 avg loss, 0.000010 rate, 1.136362 seconds, 745792 images, 0.139031 hours left\n",
            "Loaded: 0.000081 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.000228, iou_loss = 0.000000, total_loss = 0.000228 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.812986), count: 175, class_loss = 0.542247, iou_loss = 0.413052, total_loss = 0.955299 \n",
            " total_bbox = 3861136, rewritten_bbox = 0.034549 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.654609), count: 2, class_loss = 0.007015, iou_loss = 0.027547, total_loss = 0.034561 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.796583), count: 170, class_loss = 0.596469, iou_loss = 0.559473, total_loss = 1.155942 \n",
            " total_bbox = 3861308, rewritten_bbox = 0.034548 % \n",
            "\n",
            " 11654: 0.536507, 0.606054 avg loss, 0.000010 rate, 1.135862 seconds, 745856 images, 0.138736 hours left\n",
            "Loaded: 0.000077 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.001988, iou_loss = 0.000000, total_loss = 0.001988 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.783015), count: 170, class_loss = 0.833316, iou_loss = 0.555422, total_loss = 1.388738 \n",
            " total_bbox = 3861478, rewritten_bbox = 0.034598 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.695489), count: 1, class_loss = 0.013673, iou_loss = 0.003957, total_loss = 0.017629 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.798365), count: 158, class_loss = 0.649020, iou_loss = 0.473292, total_loss = 1.122311 \n",
            " total_bbox = 3861637, rewritten_bbox = 0.034597 % \n",
            "\n",
            " 11655: 0.632667, 0.608715 avg loss, 0.000010 rate, 1.125416 seconds, 745920 images, 0.138440 hours left\n",
            "Loaded: 0.000086 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.848662), count: 3, class_loss = 0.002300, iou_loss = 0.004805, total_loss = 0.007104 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.799989), count: 160, class_loss = 0.710188, iou_loss = 0.437447, total_loss = 1.147635 \n",
            " total_bbox = 3861800, rewritten_bbox = 0.034621 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.003526, iou_loss = 0.000000, total_loss = 0.003526 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.799651), count: 157, class_loss = 0.871021, iou_loss = 0.451387, total_loss = 1.322407 \n",
            " total_bbox = 3861957, rewritten_bbox = 0.034620 % \n",
            "\n",
            " 11656: 0.620168, 0.609860 avg loss, 0.000010 rate, 1.151190 seconds, 745984 images, 0.138135 hours left\n",
            "Loaded: 0.000074 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.000023, iou_loss = 0.000000, total_loss = 0.000023 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.809455), count: 196, class_loss = 0.761705, iou_loss = 0.476901, total_loss = 1.238606 \n",
            " total_bbox = 3862153, rewritten_bbox = 0.034618 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.761430), count: 1, class_loss = 0.056053, iou_loss = 0.003931, total_loss = 0.059985 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.805603), count: 163, class_loss = 0.621806, iou_loss = 0.437037, total_loss = 1.058843 \n",
            " total_bbox = 3862317, rewritten_bbox = 0.034617 % \n",
            "\n",
            " 11657: 0.589364, 0.607811 avg loss, 0.000010 rate, 1.128970 seconds, 746048 images, 0.137853 hours left\n",
            "Loaded: 0.000082 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.714435), count: 1, class_loss = 0.003149, iou_loss = 0.005467, total_loss = 0.008616 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.801142), count: 146, class_loss = 0.709694, iou_loss = 0.472965, total_loss = 1.182659 \n",
            " total_bbox = 3862464, rewritten_bbox = 0.034615 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.751077), count: 4, class_loss = 0.020899, iou_loss = 0.013483, total_loss = 0.034382 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.804600), count: 166, class_loss = 0.952482, iou_loss = 0.483246, total_loss = 1.435727 \n",
            " total_bbox = 3862634, rewritten_bbox = 0.034614 % \n",
            "\n",
            " 11658: 0.665346, 0.613564 avg loss, 0.000010 rate, 1.127904 seconds, 746112 images, 0.137551 hours left\n",
            "Loaded: 0.000134 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.015700, iou_loss = 0.000000, total_loss = 0.015700 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.806246), count: 158, class_loss = 0.564068, iou_loss = 0.377792, total_loss = 0.941861 \n",
            " total_bbox = 3862792, rewritten_bbox = 0.034612 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.000243, iou_loss = 0.000000, total_loss = 0.000243 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.800415), count: 172, class_loss = 0.746493, iou_loss = 0.521370, total_loss = 1.267863 \n",
            " total_bbox = 3862964, rewritten_bbox = 0.034611 % \n",
            "\n",
            " 11659: 0.556416, 0.607849 avg loss, 0.000010 rate, 1.109469 seconds, 746176 images, 0.137247 hours left\n",
            "Loaded: 0.000056 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.874750), count: 1, class_loss = 0.000990, iou_loss = 0.002209, total_loss = 0.003199 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.802883), count: 166, class_loss = 1.014518, iou_loss = 0.516128, total_loss = 1.530645 \n",
            " total_bbox = 3863131, rewritten_bbox = 0.034609 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.000016, iou_loss = 0.000000, total_loss = 0.000016 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.797445), count: 165, class_loss = 0.530328, iou_loss = 0.594038, total_loss = 1.124366 \n",
            " total_bbox = 3863296, rewritten_bbox = 0.034608 % \n",
            "\n",
            " 11660: 0.664557, 0.613520 avg loss, 0.000010 rate, 1.121122 seconds, 746240 images, 0.136925 hours left\n",
            "Loaded: 0.000066 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.792089), count: 2, class_loss = 0.003916, iou_loss = 0.004975, total_loss = 0.008891 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.799058), count: 166, class_loss = 1.095215, iou_loss = 0.515701, total_loss = 1.610916 \n",
            " total_bbox = 3863464, rewritten_bbox = 0.034606 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.727834), count: 2, class_loss = 0.022201, iou_loss = 0.005664, total_loss = 0.027864 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.806435), count: 175, class_loss = 0.833968, iou_loss = 0.479840, total_loss = 1.313808 \n",
            " total_bbox = 3863641, rewritten_bbox = 0.034605 % \n",
            "\n",
            " 11661: 0.740370, 0.626205 avg loss, 0.000010 rate, 1.129153 seconds, 746304 images, 0.136615 hours left\n",
            "Loaded: 0.000068 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.726279), count: 2, class_loss = 0.016985, iou_loss = 0.012026, total_loss = 0.029010 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.808717), count: 173, class_loss = 0.766674, iou_loss = 0.456408, total_loss = 1.223083 \n",
            " total_bbox = 3863816, rewritten_bbox = 0.034603 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.599395), count: 1, class_loss = 0.025308, iou_loss = 0.007717, total_loss = 0.033025 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.805461), count: 179, class_loss = 0.790524, iou_loss = 0.413660, total_loss = 1.204184 \n",
            " total_bbox = 3863996, rewritten_bbox = 0.034627 % \n",
            "\n",
            " 11662: 0.622325, 0.625817 avg loss, 0.000010 rate, 1.132731 seconds, 746368 images, 0.136312 hours left\n",
            "Loaded: 0.000082 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.671345), count: 1, class_loss = 0.000397, iou_loss = 0.009923, total_loss = 0.010319 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.800500), count: 146, class_loss = 0.490804, iou_loss = 0.423157, total_loss = 0.913961 \n",
            " total_bbox = 3864143, rewritten_bbox = 0.034626 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.001577, iou_loss = 0.000000, total_loss = 0.001577 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.802008), count: 187, class_loss = 0.604611, iou_loss = 0.496551, total_loss = 1.101161 \n",
            " total_bbox = 3864330, rewritten_bbox = 0.034624 % \n",
            "\n",
            " 11663: 0.506755, 0.613911 avg loss, 0.000010 rate, 1.116594 seconds, 746432 images, 0.136013 hours left\n",
            "Loaded: 0.000088 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.879166), count: 1, class_loss = 0.054800, iou_loss = 0.000560, total_loss = 0.055360 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.818435), count: 145, class_loss = 0.609256, iou_loss = 0.318450, total_loss = 0.927706 \n",
            " total_bbox = 3864476, rewritten_bbox = 0.034623 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.747437), count: 1, class_loss = 0.001518, iou_loss = 0.001188, total_loss = 0.002706 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.821602), count: 179, class_loss = 0.533373, iou_loss = 0.399927, total_loss = 0.933300 \n",
            " total_bbox = 3864656, rewritten_bbox = 0.034621 % \n",
            "\n",
            " 11664: 0.479768, 0.600497 avg loss, 0.000010 rate, 1.141386 seconds, 746496 images, 0.135698 hours left\n",
            "Loaded: 0.000063 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.000005, iou_loss = 0.000000, total_loss = 0.000005 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.796055), count: 166, class_loss = 0.777198, iou_loss = 0.483372, total_loss = 1.260569 \n",
            " total_bbox = 3864822, rewritten_bbox = 0.034620 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.733069), count: 1, class_loss = 0.000176, iou_loss = 0.005961, total_loss = 0.006137 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.809491), count: 164, class_loss = 0.701625, iou_loss = 0.432650, total_loss = 1.134275 \n",
            " total_bbox = 3864987, rewritten_bbox = 0.034618 % \n",
            "\n",
            " 11665: 0.600247, 0.600472 avg loss, 0.000010 rate, 1.121548 seconds, 746560 images, 0.135406 hours left\n",
            "Loaded: 0.000061 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.000715, iou_loss = 0.000000, total_loss = 0.000715 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.800227), count: 162, class_loss = 0.828253, iou_loss = 0.456394, total_loss = 1.284647 \n",
            " total_bbox = 3865149, rewritten_bbox = 0.034617 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.695726), count: 4, class_loss = 0.081752, iou_loss = 0.021239, total_loss = 0.102992 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.798721), count: 160, class_loss = 0.802025, iou_loss = 0.498158, total_loss = 1.300183 \n",
            " total_bbox = 3865313, rewritten_bbox = 0.034616 % \n",
            "\n",
            " 11666: 0.672134, 0.607638 avg loss, 0.000010 rate, 1.136976 seconds, 746624 images, 0.135096 hours left\n",
            "Loaded: 0.000093 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.593964), count: 2, class_loss = 0.024047, iou_loss = 0.038869, total_loss = 0.062916 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.783772), count: 169, class_loss = 0.915793, iou_loss = 0.614463, total_loss = 1.530256 \n",
            " total_bbox = 3865484, rewritten_bbox = 0.034614 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.855595), count: 1, class_loss = 0.011972, iou_loss = 0.001733, total_loss = 0.013706 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.799821), count: 157, class_loss = 0.673213, iou_loss = 0.454396, total_loss = 1.127609 \n",
            " total_bbox = 3865642, rewritten_bbox = 0.034613 % \n",
            "\n",
            " 11667: 0.683622, 0.615236 avg loss, 0.000010 rate, 1.134676 seconds, 746688 images, 0.134800 hours left\n",
            "Loaded: 0.000105 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.000120, iou_loss = 0.000000, total_loss = 0.000120 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.774318), count: 165, class_loss = 0.628022, iou_loss = 0.627140, total_loss = 1.255162 \n",
            " total_bbox = 3865807, rewritten_bbox = 0.034611 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.865294), count: 1, class_loss = 0.008604, iou_loss = 0.001056, total_loss = 0.009659 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.808108), count: 145, class_loss = 0.861773, iou_loss = 0.430254, total_loss = 1.292027 \n",
            " total_bbox = 3865953, rewritten_bbox = 0.034610 % \n",
            "\n",
            " 11668: 0.639242, 0.617637 avg loss, 0.000010 rate, 1.151223 seconds, 746752 images, 0.134502 hours left\n",
            "Loaded: 0.000091 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.606000), count: 3, class_loss = 0.096206, iou_loss = 0.053500, total_loss = 0.149707 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.800338), count: 161, class_loss = 0.773446, iou_loss = 0.487491, total_loss = 1.260937 \n",
            " total_bbox = 3866117, rewritten_bbox = 0.034608 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.025198, iou_loss = 0.000000, total_loss = 0.025198 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.807505), count: 178, class_loss = 0.601709, iou_loss = 0.474080, total_loss = 1.075789 \n",
            " total_bbox = 3866295, rewritten_bbox = 0.034607 % \n",
            "\n",
            " 11669: 0.627908, 0.618664 avg loss, 0.000010 rate, 1.154602 seconds, 746816 images, 0.134219 hours left\n",
            "Loaded: 0.000072 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.707200), count: 1, class_loss = 0.001548, iou_loss = 0.001533, total_loss = 0.003081 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.814715), count: 171, class_loss = 0.573623, iou_loss = 0.452470, total_loss = 1.026093 \n",
            " total_bbox = 3866467, rewritten_bbox = 0.034605 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.763247), count: 2, class_loss = 0.001928, iou_loss = 0.015513, total_loss = 0.017441 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.803963), count: 153, class_loss = 0.707025, iou_loss = 0.419657, total_loss = 1.126683 \n",
            " total_bbox = 3866622, rewritten_bbox = 0.034604 % \n",
            "\n",
            " 11670: 0.543324, 0.611130 avg loss, 0.000010 rate, 1.104183 seconds, 746880 images, 0.133938 hours left\n",
            "Loaded: 0.000103 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.714469), count: 1, class_loss = 0.008567, iou_loss = 0.002875, total_loss = 0.011443 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.798186), count: 143, class_loss = 0.549089, iou_loss = 0.413760, total_loss = 0.962849 \n",
            " total_bbox = 3866766, rewritten_bbox = 0.034603 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.000196, iou_loss = 0.000000, total_loss = 0.000196 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.794449), count: 145, class_loss = 0.509230, iou_loss = 0.483730, total_loss = 0.992960 \n",
            " total_bbox = 3866911, rewritten_bbox = 0.034601 % \n",
            "\n",
            " 11671: 0.491862, 0.599203 avg loss, 0.000010 rate, 1.149002 seconds, 746944 images, 0.133611 hours left\n",
            "Loaded: 0.000073 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.660712), count: 2, class_loss = 0.037630, iou_loss = 0.020396, total_loss = 0.058026 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.812236), count: 169, class_loss = 0.713166, iou_loss = 0.438435, total_loss = 1.151601 \n",
            " total_bbox = 3867082, rewritten_bbox = 0.034600 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.663952), count: 3, class_loss = 0.101474, iou_loss = 0.027284, total_loss = 0.128757 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.789354), count: 170, class_loss = 0.772133, iou_loss = 0.581286, total_loss = 1.353419 \n",
            " total_bbox = 3867255, rewritten_bbox = 0.034598 % \n",
            "\n",
            " 11672: 0.672951, 0.606578 avg loss, 0.000010 rate, 1.140106 seconds, 747008 images, 0.133325 hours left\n",
            "Loaded: 0.000098 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.690014), count: 1, class_loss = 0.000036, iou_loss = 0.002997, total_loss = 0.003033 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.813384), count: 178, class_loss = 0.612320, iou_loss = 0.403570, total_loss = 1.015890 \n",
            " total_bbox = 3867434, rewritten_bbox = 0.034597 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.791202), count: 2, class_loss = 0.004647, iou_loss = 0.006424, total_loss = 0.011072 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.801505), count: 166, class_loss = 0.631523, iou_loss = 0.474100, total_loss = 1.105622 \n",
            " total_bbox = 3867602, rewritten_bbox = 0.034595 % \n",
            "\n",
            " 11673: 0.533904, 0.599311 avg loss, 0.000010 rate, 1.125440 seconds, 747072 images, 0.133031 hours left\n",
            "Loaded: 0.000091 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.673733), count: 1, class_loss = 0.025305, iou_loss = 0.007598, total_loss = 0.032903 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.804415), count: 158, class_loss = 0.571290, iou_loss = 0.397299, total_loss = 0.968590 \n",
            " total_bbox = 3867761, rewritten_bbox = 0.034594 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.000031, iou_loss = 0.000000, total_loss = 0.000031 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.794321), count: 169, class_loss = 0.752561, iou_loss = 0.492802, total_loss = 1.245363 \n",
            " total_bbox = 3867930, rewritten_bbox = 0.034592 % \n",
            "\n",
            " 11674: 0.561721, 0.595552 avg loss, 0.000010 rate, 1.114846 seconds, 747136 images, 0.132723 hours left\n",
            "Loaded: 0.000103 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.687354), count: 2, class_loss = 0.054856, iou_loss = 0.022078, total_loss = 0.076934 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.787451), count: 170, class_loss = 0.872678, iou_loss = 0.607686, total_loss = 1.480364 \n",
            " total_bbox = 3868102, rewritten_bbox = 0.034591 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.003558, iou_loss = 0.000000, total_loss = 0.003558 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.794527), count: 158, class_loss = 0.764756, iou_loss = 0.469983, total_loss = 1.234739 \n",
            " total_bbox = 3868260, rewritten_bbox = 0.034589 % \n",
            "\n",
            " 11675: 0.698899, 0.605886 avg loss, 0.000010 rate, 1.123418 seconds, 747200 images, 0.132405 hours left\n",
            "Loaded: 0.000075 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.000125, iou_loss = 0.000000, total_loss = 0.000125 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.803714), count: 151, class_loss = 0.762030, iou_loss = 0.442441, total_loss = 1.204471 \n",
            " total_bbox = 3868411, rewritten_bbox = 0.034588 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.642281), count: 1, class_loss = 0.009609, iou_loss = 0.011615, total_loss = 0.021224 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.798050), count: 185, class_loss = 0.780678, iou_loss = 0.525424, total_loss = 1.306102 \n",
            " total_bbox = 3868597, rewritten_bbox = 0.034586 % \n",
            "\n",
            " 11676: 0.632981, 0.608596 avg loss, 0.000010 rate, 1.137404 seconds, 747264 images, 0.132095 hours left\n",
            "Loaded: 0.000077 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.003243, iou_loss = 0.000000, total_loss = 0.003243 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.800348), count: 159, class_loss = 0.488428, iou_loss = 0.496842, total_loss = 0.985270 \n",
            " total_bbox = 3868756, rewritten_bbox = 0.034585 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.631190), count: 1, class_loss = 0.017568, iou_loss = 0.008436, total_loss = 0.026004 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.807972), count: 154, class_loss = 0.651915, iou_loss = 0.395795, total_loss = 1.047711 \n",
            " total_bbox = 3868911, rewritten_bbox = 0.034583 % \n",
            "\n",
            " 11677: 0.515557, 0.599292 avg loss, 0.000010 rate, 1.131682 seconds, 747328 images, 0.131798 hours left\n",
            "Loaded: 0.000068 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.662674), count: 3, class_loss = 0.001198, iou_loss = 0.012117, total_loss = 0.013314 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.800477), count: 167, class_loss = 0.770342, iou_loss = 0.476930, total_loss = 1.247272 \n",
            " total_bbox = 3869081, rewritten_bbox = 0.034582 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.782682), count: 2, class_loss = 0.036929, iou_loss = 0.003670, total_loss = 0.040599 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.799064), count: 172, class_loss = 0.978873, iou_loss = 0.486035, total_loss = 1.464908 \n",
            " total_bbox = 3869255, rewritten_bbox = 0.034580 % \n",
            "\n",
            " 11678: 0.691523, 0.608515 avg loss, 0.000010 rate, 1.118067 seconds, 747392 images, 0.131496 hours left\n",
            "Loaded: 0.000089 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.001552, iou_loss = 0.000000, total_loss = 0.001552 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.808715), count: 160, class_loss = 0.608817, iou_loss = 0.409793, total_loss = 1.018610 \n",
            " total_bbox = 3869415, rewritten_bbox = 0.034579 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.714275), count: 1, class_loss = 0.061794, iou_loss = 0.005740, total_loss = 0.067534 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.806467), count: 150, class_loss = 0.615220, iou_loss = 0.405426, total_loss = 1.020645 \n",
            " total_bbox = 3869566, rewritten_bbox = 0.034578 % \n",
            "\n",
            " 11679: 0.527085, 0.600372 avg loss, 0.000010 rate, 1.116713 seconds, 747456 images, 0.131181 hours left\n",
            "Loaded: 0.000087 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.742081), count: 1, class_loss = 0.033874, iou_loss = 0.006978, total_loss = 0.040852 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.810059), count: 167, class_loss = 0.767524, iou_loss = 0.448838, total_loss = 1.216363 \n",
            " total_bbox = 3869734, rewritten_bbox = 0.034576 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.000028, iou_loss = 0.000000, total_loss = 0.000028 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.802595), count: 163, class_loss = 0.433036, iou_loss = 0.417483, total_loss = 0.850519 \n",
            " total_bbox = 3869897, rewritten_bbox = 0.034575 % \n",
            "\n",
            " 11680: 0.526940, 0.593029 avg loss, 0.000010 rate, 1.101897 seconds, 747520 images, 0.130865 hours left\n",
            "Loaded: 0.000098 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.549754), count: 1, class_loss = 0.003634, iou_loss = 0.014319, total_loss = 0.017953 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.803132), count: 181, class_loss = 0.923893, iou_loss = 0.510199, total_loss = 1.434093 \n",
            " total_bbox = 3870079, rewritten_bbox = 0.034573 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.667442), count: 3, class_loss = 0.077395, iou_loss = 0.016628, total_loss = 0.094022 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.806905), count: 152, class_loss = 0.762354, iou_loss = 0.436691, total_loss = 1.199045 \n",
            " total_bbox = 3870234, rewritten_bbox = 0.034572 % \n",
            "\n",
            " 11681: 0.686278, 0.602354 avg loss, 0.000010 rate, 1.126087 seconds, 747584 images, 0.130536 hours left\n",
            "Loaded: 0.000080 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.023894, iou_loss = 0.000000, total_loss = 0.023894 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.789714), count: 174, class_loss = 0.863845, iou_loss = 0.569116, total_loss = 1.432961 \n",
            " total_bbox = 3870408, rewritten_bbox = 0.034570 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.009673, iou_loss = 0.000000, total_loss = 0.009673 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.800430), count: 171, class_loss = 0.556217, iou_loss = 0.519651, total_loss = 1.075868 \n",
            " total_bbox = 3870579, rewritten_bbox = 0.034568 % \n",
            "\n",
            " 11682: 0.635599, 0.605678 avg loss, 0.000010 rate, 1.127114 seconds, 747648 images, 0.130228 hours left\n",
            "Loaded: 0.000080 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.006592, iou_loss = 0.000000, total_loss = 0.006592 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.808055), count: 187, class_loss = 0.812518, iou_loss = 0.609743, total_loss = 1.422261 \n",
            " total_bbox = 3870766, rewritten_bbox = 0.034567 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.710835), count: 2, class_loss = 0.025259, iou_loss = 0.007000, total_loss = 0.032258 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.807489), count: 151, class_loss = 0.602298, iou_loss = 0.383629, total_loss = 0.985927 \n",
            " total_bbox = 3870919, rewritten_bbox = 0.034565 % \n",
            "\n",
            " 11683: 0.611760, 0.606287 avg loss, 0.000010 rate, 1.123440 seconds, 747712 images, 0.129922 hours left\n",
            "Loaded: 0.000092 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.017598, iou_loss = 0.000000, total_loss = 0.017598 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.801171), count: 163, class_loss = 0.640042, iou_loss = 0.429991, total_loss = 1.070033 \n",
            " total_bbox = 3871082, rewritten_bbox = 0.034564 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.742566), count: 2, class_loss = 0.006594, iou_loss = 0.009838, total_loss = 0.016432 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.804440), count: 193, class_loss = 1.037763, iou_loss = 0.616559, total_loss = 1.654322 \n",
            " total_bbox = 3871277, rewritten_bbox = 0.034562 % \n",
            "\n",
            " 11684: 0.689596, 0.614617 avg loss, 0.000010 rate, 1.105677 seconds, 747776 images, 0.129612 hours left\n",
            "Loaded: 0.000104 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.814257), count: 1, class_loss = 0.001262, iou_loss = 0.002255, total_loss = 0.003517 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.802001), count: 174, class_loss = 0.868109, iou_loss = 0.521224, total_loss = 1.389333 \n",
            " total_bbox = 3871452, rewritten_bbox = 0.034561 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.708986), count: 2, class_loss = 0.001512, iou_loss = 0.006204, total_loss = 0.007715 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.805430), count: 178, class_loss = 0.556305, iou_loss = 0.512185, total_loss = 1.068490 \n",
            " total_bbox = 3871632, rewritten_bbox = 0.034585 % \n",
            "\n",
            " 11685: 0.617264, 0.614882 avg loss, 0.000010 rate, 1.156065 seconds, 747840 images, 0.129286 hours left\n",
            "Loaded: 0.000083 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.683084), count: 1, class_loss = 0.021478, iou_loss = 0.007737, total_loss = 0.029215 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.796933), count: 171, class_loss = 0.708258, iou_loss = 0.507048, total_loss = 1.215306 \n",
            " total_bbox = 3871804, rewritten_bbox = 0.034583 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.771601), count: 4, class_loss = 0.061925, iou_loss = 0.013248, total_loss = 0.075173 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.799367), count: 173, class_loss = 0.673352, iou_loss = 0.549049, total_loss = 1.222401 \n",
            " total_bbox = 3871981, rewritten_bbox = 0.034582 % \n",
            "\n",
            " 11686: 0.635524, 0.616946 avg loss, 0.000010 rate, 1.163551 seconds, 747904 images, 0.129005 hours left\n",
            "Loaded: 0.000093 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.000017, iou_loss = 0.000000, total_loss = 0.000017 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.790576), count: 177, class_loss = 0.864421, iou_loss = 0.569327, total_loss = 1.433748 \n",
            " total_bbox = 3872158, rewritten_bbox = 0.034580 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.000322, iou_loss = 0.000000, total_loss = 0.000322 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.804811), count: 167, class_loss = 0.641599, iou_loss = 0.456019, total_loss = 1.097618 \n",
            " total_bbox = 3872325, rewritten_bbox = 0.034579 % \n",
            "\n",
            " 11687: 0.632926, 0.618544 avg loss, 0.000010 rate, 1.143997 seconds, 747968 images, 0.128730 hours left\n",
            "Loaded: 0.000049 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.010670, iou_loss = 0.000000, total_loss = 0.010670 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.813481), count: 155, class_loss = 0.709982, iou_loss = 0.403775, total_loss = 1.113757 \n",
            " total_bbox = 3872480, rewritten_bbox = 0.034577 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.555647), count: 1, class_loss = 0.000018, iou_loss = 0.012997, total_loss = 0.013014 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.803226), count: 154, class_loss = 0.449950, iou_loss = 0.424395, total_loss = 0.874346 \n",
            " total_bbox = 3872635, rewritten_bbox = 0.034576 % \n",
            "\n",
            " 11688: 0.502947, 0.606985 avg loss, 0.000010 rate, 1.153996 seconds, 748032 images, 0.128438 hours left\n",
            "Loaded: 0.000082 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.626072), count: 1, class_loss = 0.068443, iou_loss = 0.011181, total_loss = 0.079624 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.788526), count: 167, class_loss = 0.709765, iou_loss = 0.563643, total_loss = 1.273408 \n",
            " total_bbox = 3872803, rewritten_bbox = 0.034574 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.563818), count: 1, class_loss = 0.006732, iou_loss = 0.004965, total_loss = 0.011697 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.797357), count: 160, class_loss = 0.564529, iou_loss = 0.467304, total_loss = 1.031832 \n",
            " total_bbox = 3872964, rewritten_bbox = 0.034573 % \n",
            "\n",
            " 11689: 0.599140, 0.606200 avg loss, 0.000010 rate, 1.157158 seconds, 748096 images, 0.128153 hours left\n",
            "Loaded: 0.000063 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.613292), count: 4, class_loss = 0.108410, iou_loss = 0.044523, total_loss = 0.152933 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.783486), count: 162, class_loss = 1.304565, iou_loss = 0.582572, total_loss = 1.887137 \n",
            " total_bbox = 3873130, rewritten_bbox = 0.034572 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.000008, iou_loss = 0.000000, total_loss = 0.000008 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.805056), count: 165, class_loss = 0.690266, iou_loss = 0.411642, total_loss = 1.101908 \n",
            " total_bbox = 3873295, rewritten_bbox = 0.034570 % \n",
            "\n",
            " 11690: 0.785497, 0.624130 avg loss, 0.000010 rate, 1.135214 seconds, 748160 images, 0.127872 hours left\n",
            "Loaded: 0.000058 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.000123, iou_loss = 0.000000, total_loss = 0.000123 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.797482), count: 158, class_loss = 0.880780, iou_loss = 0.470067, total_loss = 1.350847 \n",
            " total_bbox = 3873453, rewritten_bbox = 0.034569 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.841221), count: 1, class_loss = 0.003530, iou_loss = 0.001867, total_loss = 0.005397 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.803924), count: 171, class_loss = 0.895124, iou_loss = 0.478776, total_loss = 1.373900 \n",
            " total_bbox = 3873625, rewritten_bbox = 0.034593 % \n",
            "\n",
            " 11691: 0.682567, 0.629974 avg loss, 0.000010 rate, 1.103383 seconds, 748224 images, 0.127571 hours left\n",
            "Loaded: 0.000081 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.690488), count: 5, class_loss = 0.161169, iou_loss = 0.026763, total_loss = 0.187932 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.792572), count: 160, class_loss = 1.035251, iou_loss = 0.542155, total_loss = 1.577406 \n",
            " total_bbox = 3873790, rewritten_bbox = 0.034591 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.708200), count: 1, class_loss = 0.008277, iou_loss = 0.007883, total_loss = 0.016160 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.806027), count: 168, class_loss = 0.532319, iou_loss = 0.470466, total_loss = 1.002785 \n",
            " total_bbox = 3873959, rewritten_bbox = 0.034616 % \n",
            "\n",
            " 11692: 0.696071, 0.636583 avg loss, 0.000010 rate, 1.136136 seconds, 748288 images, 0.127242 hours left\n",
            "Loaded: 0.000070 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.671913), count: 2, class_loss = 0.050483, iou_loss = 0.012475, total_loss = 0.062958 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.804871), count: 156, class_loss = 0.753719, iou_loss = 0.403371, total_loss = 1.157090 \n",
            " total_bbox = 3874117, rewritten_bbox = 0.034614 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.624874), count: 2, class_loss = 0.001437, iou_loss = 0.028298, total_loss = 0.029735 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.792349), count: 170, class_loss = 0.897448, iou_loss = 0.524971, total_loss = 1.422419 \n",
            " total_bbox = 3874289, rewritten_bbox = 0.034613 % \n",
            "\n",
            " 11693: 0.668050, 0.639730 avg loss, 0.000010 rate, 1.089026 seconds, 748352 images, 0.126942 hours left\n",
            "Loaded: 0.000056 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.704327), count: 1, class_loss = 0.006986, iou_loss = 0.002372, total_loss = 0.009358 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.793406), count: 172, class_loss = 0.903784, iou_loss = 0.525275, total_loss = 1.429059 \n",
            " total_bbox = 3874462, rewritten_bbox = 0.034611 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.002005, iou_loss = 0.000000, total_loss = 0.002005 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.793474), count: 138, class_loss = 0.876954, iou_loss = 0.394239, total_loss = 1.271193 \n",
            " total_bbox = 3874600, rewritten_bbox = 0.034610 % \n",
            "\n",
            " 11694: 0.677904, 0.643547 avg loss, 0.000010 rate, 1.146769 seconds, 748416 images, 0.126601 hours left\n",
            "Loaded: 0.000058 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.728883), count: 1, class_loss = 0.000012, iou_loss = 0.005939, total_loss = 0.005951 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.794921), count: 173, class_loss = 0.632758, iou_loss = 0.481298, total_loss = 1.114056 \n",
            " total_bbox = 3874774, rewritten_bbox = 0.034634 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.590243), count: 3, class_loss = 0.076791, iou_loss = 0.035469, total_loss = 0.112260 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.801093), count: 160, class_loss = 0.807608, iou_loss = 0.502607, total_loss = 1.310215 \n",
            " total_bbox = 3874937, rewritten_bbox = 0.034633 % \n",
            "\n",
            " 11695: 0.635620, 0.642755 avg loss, 0.000010 rate, 1.115165 seconds, 748480 images, 0.126310 hours left\n",
            "Loaded: 0.000083 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.000994, iou_loss = 0.000000, total_loss = 0.000994 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.797127), count: 138, class_loss = 0.611454, iou_loss = 0.440925, total_loss = 1.052379 \n",
            " total_bbox = 3875075, rewritten_bbox = 0.034632 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.024132, iou_loss = 0.000000, total_loss = 0.024132 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.789808), count: 164, class_loss = 0.733914, iou_loss = 0.698875, total_loss = 1.432790 \n",
            " total_bbox = 3875239, rewritten_bbox = 0.034630 % \n",
            "\n",
            " 11696: 0.627574, 0.641237 avg loss, 0.000010 rate, 1.142279 seconds, 748544 images, 0.125992 hours left\n",
            "Loaded: 0.000113 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.700076), count: 2, class_loss = 0.013956, iou_loss = 0.017206, total_loss = 0.031161 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.800043), count: 147, class_loss = 0.560019, iou_loss = 0.401577, total_loss = 0.961597 \n",
            " total_bbox = 3875388, rewritten_bbox = 0.034629 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.760197), count: 3, class_loss = 0.093146, iou_loss = 0.010953, total_loss = 0.104099 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.809733), count: 172, class_loss = 0.886750, iou_loss = 0.484655, total_loss = 1.371405 \n",
            " total_bbox = 3875563, rewritten_bbox = 0.034627 % \n",
            "\n",
            " 11697: 0.617065, 0.638819 avg loss, 0.000010 rate, 1.131577 seconds, 748608 images, 0.125696 hours left\n",
            "Loaded: 0.000062 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.659760), count: 3, class_loss = 0.093840, iou_loss = 0.030954, total_loss = 0.124794 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.811834), count: 185, class_loss = 0.887135, iou_loss = 0.559512, total_loss = 1.446647 \n",
            " total_bbox = 3875751, rewritten_bbox = 0.034626 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.000023, iou_loss = 0.000000, total_loss = 0.000023 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.786268), count: 157, class_loss = 0.703639, iou_loss = 0.514140, total_loss = 1.217778 \n",
            " total_bbox = 3875908, rewritten_bbox = 0.034624 % \n",
            "\n",
            " 11698: 0.697311, 0.644669 avg loss, 0.000010 rate, 1.119941 seconds, 748672 images, 0.125392 hours left\n",
            "Loaded: 0.000062 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.000021, iou_loss = 0.000000, total_loss = 0.000021 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.809201), count: 169, class_loss = 0.845653, iou_loss = 0.460950, total_loss = 1.306604 \n",
            " total_bbox = 3876077, rewritten_bbox = 0.034623 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.612079), count: 1, class_loss = 0.018890, iou_loss = 0.015714, total_loss = 0.034604 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.799464), count: 172, class_loss = 0.639958, iou_loss = 0.594942, total_loss = 1.234900 \n",
            " total_bbox = 3876250, rewritten_bbox = 0.034621 % \n",
            "\n",
            " 11699: 0.644032, 0.644605 avg loss, 0.000010 rate, 1.135965 seconds, 748736 images, 0.125078 hours left\n",
            "Loaded: 0.000079 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.783250), count: 2, class_loss = 0.055387, iou_loss = 0.009743, total_loss = 0.065130 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.819347), count: 161, class_loss = 0.642622, iou_loss = 0.424812, total_loss = 1.067435 \n",
            " total_bbox = 3876413, rewritten_bbox = 0.034620 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.618292), count: 2, class_loss = 0.006003, iou_loss = 0.025273, total_loss = 0.031276 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.802916), count: 165, class_loss = 0.698532, iou_loss = 0.528623, total_loss = 1.227154 \n",
            " total_bbox = 3876580, rewritten_bbox = 0.034618 % \n",
            "\n",
            " 11700: 0.597749, 0.639919 avg loss, 0.000010 rate, 1.109599 seconds, 748800 images, 0.124777 hours left\n",
            "Saving weights to /mydrive/modelbackup//yolov3-tiny-custom_last.weights\n",
            "Loaded: 0.000102 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.677109), count: 1, class_loss = 0.025140, iou_loss = 0.009432, total_loss = 0.034572 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.801072), count: 155, class_loss = 0.652487, iou_loss = 0.479197, total_loss = 1.131683 \n",
            " total_bbox = 3876736, rewritten_bbox = 0.034617 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.872503), count: 2, class_loss = 0.034865, iou_loss = 0.004255, total_loss = 0.039120 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.798027), count: 176, class_loss = 0.889242, iou_loss = 0.583612, total_loss = 1.472854 \n",
            " total_bbox = 3876914, rewritten_bbox = 0.034615 % \n",
            "\n",
            " 11701: 0.669557, 0.642883 avg loss, 0.000010 rate, 0.917680 seconds, 748864 images, 0.124454 hours left\n",
            "Loaded: 0.046420 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.724811), count: 1, class_loss = 0.007014, iou_loss = 0.002903, total_loss = 0.009917 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.783132), count: 182, class_loss = 1.150512, iou_loss = 0.676346, total_loss = 1.826859 \n",
            " total_bbox = 3877097, rewritten_bbox = 0.034614 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.000152, iou_loss = 0.000000, total_loss = 0.000152 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.802435), count: 173, class_loss = 0.766023, iou_loss = 0.509602, total_loss = 1.275624 \n",
            " total_bbox = 3877270, rewritten_bbox = 0.034612 % \n",
            "\n",
            " 11702: 0.778138, 0.656409 avg loss, 0.000010 rate, 1.031747 seconds, 748928 images, 0.123971 hours left\n",
            "Loaded: 0.000068 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.782423), count: 1, class_loss = 0.020468, iou_loss = 0.003403, total_loss = 0.023871 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.808205), count: 166, class_loss = 0.713579, iou_loss = 0.464555, total_loss = 1.178134 \n",
            " total_bbox = 3877437, rewritten_bbox = 0.034610 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.743281), count: 4, class_loss = 0.039627, iou_loss = 0.015192, total_loss = 0.054819 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.797084), count: 180, class_loss = 0.718821, iou_loss = 0.608724, total_loss = 1.327545 \n",
            " total_bbox = 3877621, rewritten_bbox = 0.034609 % \n",
            "\n",
            " 11703: 0.646092, 0.655377 avg loss, 0.000010 rate, 1.156430 seconds, 748992 images, 0.123624 hours left\n",
            "Loaded: 0.000068 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.728861), count: 1, class_loss = 0.000246, iou_loss = 0.004537, total_loss = 0.004784 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.800782), count: 167, class_loss = 0.822788, iou_loss = 0.497989, total_loss = 1.320776 \n",
            " total_bbox = 3877789, rewritten_bbox = 0.034607 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.748467), count: 3, class_loss = 0.009090, iou_loss = 0.015886, total_loss = 0.024976 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.798396), count: 166, class_loss = 0.585873, iou_loss = 0.533215, total_loss = 1.119088 \n",
            " total_bbox = 3877958, rewritten_bbox = 0.034606 % \n",
            "\n",
            " 11704: 0.617406, 0.651580 avg loss, 0.000010 rate, 1.140141 seconds, 749056 images, 0.123342 hours left\n",
            "Loaded: 0.000046 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.636581), count: 1, class_loss = 0.021568, iou_loss = 0.009975, total_loss = 0.031543 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.793872), count: 168, class_loss = 0.783660, iou_loss = 0.563278, total_loss = 1.346938 \n",
            " total_bbox = 3878127, rewritten_bbox = 0.034604 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.876625), count: 1, class_loss = 0.000261, iou_loss = 0.000834, total_loss = 0.001096 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.788930), count: 174, class_loss = 0.780867, iou_loss = 0.636325, total_loss = 1.417192 \n",
            " total_bbox = 3878302, rewritten_bbox = 0.034603 % \n",
            "\n",
            " 11705: 0.699192, 0.656341 avg loss, 0.000010 rate, 1.129449 seconds, 749120 images, 0.123046 hours left\n",
            "Loaded: 0.000088 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.690389), count: 2, class_loss = 0.028989, iou_loss = 0.017310, total_loss = 0.046299 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.805079), count: 169, class_loss = 0.898438, iou_loss = 0.502110, total_loss = 1.400548 \n",
            " total_bbox = 3878473, rewritten_bbox = 0.034601 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.677846), count: 4, class_loss = 0.015478, iou_loss = 0.013248, total_loss = 0.028725 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.813212), count: 171, class_loss = 0.795319, iou_loss = 0.438167, total_loss = 1.233486 \n",
            " total_bbox = 3878648, rewritten_bbox = 0.034600 % \n",
            "\n",
            " 11706: 0.677265, 0.658433 avg loss, 0.000010 rate, 1.157030 seconds, 749184 images, 0.122741 hours left\n",
            "Loaded: 0.000081 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.770500), count: 2, class_loss = 0.026686, iou_loss = 0.007240, total_loss = 0.033926 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.797417), count: 152, class_loss = 0.696662, iou_loss = 0.455286, total_loss = 1.151948 \n",
            " total_bbox = 3878802, rewritten_bbox = 0.034598 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.658916), count: 2, class_loss = 0.009167, iou_loss = 0.012862, total_loss = 0.022029 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.797616), count: 178, class_loss = 0.849207, iou_loss = 0.518152, total_loss = 1.367359 \n",
            " total_bbox = 3878982, rewritten_bbox = 0.034597 % \n",
            "\n",
            " 11707: 0.643815, 0.656972 avg loss, 0.000010 rate, 1.127533 seconds, 749248 images, 0.122459 hours left\n",
            "Loaded: 0.000043 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.000004, iou_loss = 0.000000, total_loss = 0.000004 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.796362), count: 185, class_loss = 0.902392, iou_loss = 0.547989, total_loss = 1.450381 \n",
            " total_bbox = 3879167, rewritten_bbox = 0.034595 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.707865), count: 3, class_loss = 0.063503, iou_loss = 0.021728, total_loss = 0.085231 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.803399), count: 172, class_loss = 0.734735, iou_loss = 0.504255, total_loss = 1.238990 \n",
            " total_bbox = 3879342, rewritten_bbox = 0.034593 % \n",
            "\n",
            " 11708: 0.693652, 0.660640 avg loss, 0.000010 rate, 1.153450 seconds, 749312 images, 0.122152 hours left\n",
            "Loaded: 0.000048 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.745927), count: 1, class_loss = 0.010153, iou_loss = 0.003786, total_loss = 0.013939 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.806153), count: 145, class_loss = 0.412157, iou_loss = 0.410283, total_loss = 0.822440 \n",
            " total_bbox = 3879488, rewritten_bbox = 0.034592 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.000013, iou_loss = 0.000000, total_loss = 0.000013 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.794474), count: 159, class_loss = 0.680578, iou_loss = 0.479744, total_loss = 1.160321 \n",
            " total_bbox = 3879647, rewritten_bbox = 0.034591 % \n",
            "\n",
            " 11709: 0.499179, 0.644493 avg loss, 0.000010 rate, 1.129818 seconds, 749376 images, 0.121866 hours left\n",
            "Loaded: 0.000086 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.779453), count: 5, class_loss = 0.064955, iou_loss = 0.019846, total_loss = 0.084801 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.807107), count: 155, class_loss = 0.837705, iou_loss = 0.470289, total_loss = 1.307994 \n",
            " total_bbox = 3879807, rewritten_bbox = 0.034589 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.553733), count: 1, class_loss = 0.047108, iou_loss = 0.012014, total_loss = 0.059121 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.816012), count: 169, class_loss = 0.533259, iou_loss = 0.461807, total_loss = 0.995066 \n",
            " total_bbox = 3879977, rewritten_bbox = 0.034588 % \n",
            "\n",
            " 11710: 0.611745, 0.641219 avg loss, 0.000010 rate, 1.109781 seconds, 749440 images, 0.121561 hours left\n",
            "Loaded: 0.000068 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.853545), count: 1, class_loss = 0.030614, iou_loss = 0.001821, total_loss = 0.032435 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.798219), count: 152, class_loss = 0.780877, iou_loss = 0.501127, total_loss = 1.282005 \n",
            " total_bbox = 3880130, rewritten_bbox = 0.034586 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.835894), count: 1, class_loss = 0.025659, iou_loss = 0.001572, total_loss = 0.027231 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.800623), count: 150, class_loss = 0.646168, iou_loss = 0.468304, total_loss = 1.114471 \n",
            " total_bbox = 3880281, rewritten_bbox = 0.034611 % \n",
            "\n",
            " 11711: 0.614035, 0.638500 avg loss, 0.000010 rate, 1.124336 seconds, 749504 images, 0.121239 hours left\n",
            "Loaded: 0.000089 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.000488, iou_loss = 0.000000, total_loss = 0.000488 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.806835), count: 170, class_loss = 0.462442, iou_loss = 0.460609, total_loss = 0.923051 \n",
            " total_bbox = 3880451, rewritten_bbox = 0.034609 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.012527, iou_loss = 0.000000, total_loss = 0.012527 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.793633), count: 158, class_loss = 0.964522, iou_loss = 0.537230, total_loss = 1.501752 \n",
            " total_bbox = 3880609, rewritten_bbox = 0.034608 % \n",
            "\n",
            " 11712: 0.609455, 0.635596 avg loss, 0.000010 rate, 1.111827 seconds, 749568 images, 0.120930 hours left\n",
            "Loaded: 0.000074 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.502488), count: 1, class_loss = 0.000816, iou_loss = 0.006946, total_loss = 0.007762 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.807463), count: 175, class_loss = 0.955487, iou_loss = 0.441370, total_loss = 1.396857 \n",
            " total_bbox = 3880785, rewritten_bbox = 0.034606 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.662958), count: 1, class_loss = 0.030686, iou_loss = 0.003046, total_loss = 0.033732 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.805469), count: 170, class_loss = 0.633816, iou_loss = 0.452513, total_loss = 1.086328 \n",
            " total_bbox = 3880956, rewritten_bbox = 0.034605 % \n",
            "\n",
            " 11713: 0.631170, 0.635153 avg loss, 0.000010 rate, 1.113276 seconds, 749632 images, 0.120610 hours left\n",
            "Loaded: 0.000066 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.759396), count: 1, class_loss = 0.019105, iou_loss = 0.003955, total_loss = 0.023060 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.828437), count: 157, class_loss = 0.780364, iou_loss = 0.348649, total_loss = 1.129013 \n",
            " total_bbox = 3881114, rewritten_bbox = 0.034603 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.013112, iou_loss = 0.000000, total_loss = 0.013112 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.810075), count: 167, class_loss = 0.812715, iou_loss = 0.452818, total_loss = 1.265533 \n",
            " total_bbox = 3881281, rewritten_bbox = 0.034602 % \n",
            "\n",
            " 11714: 0.607679, 0.632406 avg loss, 0.000010 rate, 1.109873 seconds, 749696 images, 0.120291 hours left\n",
            "Loaded: 0.000070 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.000676, iou_loss = 0.000000, total_loss = 0.000676 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.791062), count: 160, class_loss = 0.849412, iou_loss = 0.510408, total_loss = 1.359820 \n",
            " total_bbox = 3881441, rewritten_bbox = 0.034601 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.004684, iou_loss = 0.000000, total_loss = 0.004684 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.810001), count: 166, class_loss = 0.640530, iou_loss = 0.423047, total_loss = 1.063577 \n",
            " total_bbox = 3881607, rewritten_bbox = 0.034599 % \n",
            "\n",
            " 11715: 0.607189, 0.629884 avg loss, 0.000010 rate, 1.105677 seconds, 749760 images, 0.119970 hours left\n",
            "Loaded: 0.000078 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.000961, iou_loss = 0.000000, total_loss = 0.000961 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.797244), count: 165, class_loss = 0.772707, iou_loss = 0.502756, total_loss = 1.275463 \n",
            " total_bbox = 3881772, rewritten_bbox = 0.034598 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.673467), count: 3, class_loss = 0.100804, iou_loss = 0.027613, total_loss = 0.128418 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.808763), count: 183, class_loss = 0.857524, iou_loss = 0.514533, total_loss = 1.372056 \n",
            " total_bbox = 3881958, rewritten_bbox = 0.034596 % \n",
            "\n",
            " 11716: 0.694224, 0.636318 avg loss, 0.000010 rate, 1.149276 seconds, 749824 images, 0.119646 hours left\n",
            "Loaded: 0.000077 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.557727), count: 1, class_loss = 0.038757, iou_loss = 0.005372, total_loss = 0.044129 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.797362), count: 149, class_loss = 0.770053, iou_loss = 0.447151, total_loss = 1.217204 \n",
            " total_bbox = 3882108, rewritten_bbox = 0.034595 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.777112), count: 1, class_loss = 0.001413, iou_loss = 0.002354, total_loss = 0.003767 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.799425), count: 185, class_loss = 0.805639, iou_loss = 0.533033, total_loss = 1.338671 \n",
            " total_bbox = 3882294, rewritten_bbox = 0.034593 % \n",
            "\n",
            " 11717: 0.650943, 0.637781 avg loss, 0.000010 rate, 1.146260 seconds, 749888 images, 0.119356 hours left\n",
            "Loaded: 0.000078 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.694277), count: 1, class_loss = 0.030567, iou_loss = 0.006019, total_loss = 0.036586 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.812685), count: 151, class_loss = 0.707398, iou_loss = 0.397398, total_loss = 1.104796 \n",
            " total_bbox = 3882446, rewritten_bbox = 0.034592 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.018946, iou_loss = 0.000000, total_loss = 0.018946 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.804795), count: 163, class_loss = 0.825690, iou_loss = 0.492706, total_loss = 1.318396 \n",
            " total_bbox = 3882609, rewritten_bbox = 0.034590 % \n",
            "\n",
            " 11718: 0.619681, 0.635971 avg loss, 0.000010 rate, 1.151236 seconds, 749952 images, 0.119064 hours left\n",
            "Loaded: 0.000097 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.006375, iou_loss = 0.000000, total_loss = 0.006375 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.796964), count: 178, class_loss = 0.716755, iou_loss = 0.483799, total_loss = 1.200554 \n",
            " total_bbox = 3882787, rewritten_bbox = 0.034589 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.001280, iou_loss = 0.000000, total_loss = 0.001280 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.800384), count: 148, class_loss = 0.758344, iou_loss = 0.414660, total_loss = 1.173004 \n",
            " total_bbox = 3882935, rewritten_bbox = 0.034587 % \n",
            "\n",
            " 11719: 0.595303, 0.631904 avg loss, 0.000010 rate, 1.156745 seconds, 750016 images, 0.118775 hours left\n",
            "Loaded: 0.000046 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.727156), count: 4, class_loss = 0.076517, iou_loss = 0.022157, total_loss = 0.098674 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.795014), count: 170, class_loss = 0.763690, iou_loss = 0.573018, total_loss = 1.336707 \n",
            " total_bbox = 3883109, rewritten_bbox = 0.034586 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.013924, iou_loss = 0.000000, total_loss = 0.013924 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.803860), count: 167, class_loss = 0.644619, iou_loss = 0.480951, total_loss = 1.125570 \n",
            " total_bbox = 3883276, rewritten_bbox = 0.034584 % \n",
            "\n",
            " 11720: 0.643719, 0.633085 avg loss, 0.000010 rate, 1.147179 seconds, 750080 images, 0.118490 hours left\n",
            "Loaded: 0.000078 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.778711), count: 2, class_loss = 0.034420, iou_loss = 0.007061, total_loss = 0.041480 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.789726), count: 156, class_loss = 0.889368, iou_loss = 0.504937, total_loss = 1.394305 \n",
            " total_bbox = 3883434, rewritten_bbox = 0.034583 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.786466), count: 5, class_loss = 0.044516, iou_loss = 0.014637, total_loss = 0.059153 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.806152), count: 164, class_loss = 0.669944, iou_loss = 0.501060, total_loss = 1.171004 \n",
            " total_bbox = 3883603, rewritten_bbox = 0.034581 % \n",
            "\n",
            " 11721: 0.666485, 0.636425 avg loss, 0.000010 rate, 1.114850 seconds, 750144 images, 0.118198 hours left\n",
            "Loaded: 0.000078 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.671867), count: 4, class_loss = 0.010799, iou_loss = 0.015357, total_loss = 0.026155 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.806446), count: 171, class_loss = 0.801289, iou_loss = 0.481003, total_loss = 1.282292 \n",
            " total_bbox = 3883778, rewritten_bbox = 0.034580 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.000258, iou_loss = 0.000000, total_loss = 0.000258 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.789283), count: 149, class_loss = 0.729432, iou_loss = 0.498204, total_loss = 1.227636 \n",
            " total_bbox = 3883927, rewritten_bbox = 0.034578 % \n",
            "\n",
            " 11722: 0.634085, 0.636191 avg loss, 0.000010 rate, 1.125488 seconds, 750208 images, 0.117880 hours left\n",
            "Loaded: 0.000075 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.808391), count: 2, class_loss = 0.026482, iou_loss = 0.005618, total_loss = 0.032100 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.798899), count: 171, class_loss = 0.491769, iou_loss = 0.507021, total_loss = 0.998790 \n",
            " total_bbox = 3884100, rewritten_bbox = 0.034577 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.000013, iou_loss = 0.000000, total_loss = 0.000013 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.795160), count: 165, class_loss = 0.791989, iou_loss = 0.513873, total_loss = 1.305862 \n",
            " total_bbox = 3884265, rewritten_bbox = 0.034575 % \n",
            "\n",
            " 11723: 0.584191, 0.630991 avg loss, 0.000010 rate, 1.145796 seconds, 750272 images, 0.117570 hours left\n",
            "Loaded: 0.000077 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.000546, iou_loss = 0.000000, total_loss = 0.000546 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.812853), count: 166, class_loss = 0.510994, iou_loss = 0.422287, total_loss = 0.933281 \n",
            " total_bbox = 3884431, rewritten_bbox = 0.034574 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.624439), count: 1, class_loss = 0.036425, iou_loss = 0.007878, total_loss = 0.044302 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.801333), count: 171, class_loss = 0.849041, iou_loss = 0.508562, total_loss = 1.357603 \n",
            " total_bbox = 3884603, rewritten_bbox = 0.034572 % \n",
            "\n",
            " 11724: 0.583933, 0.626285 avg loss, 0.000010 rate, 1.118791 seconds, 750336 images, 0.117276 hours left\n",
            "Loaded: 0.000095 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.737584), count: 1, class_loss = 0.004197, iou_loss = 0.001826, total_loss = 0.006023 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.790639), count: 166, class_loss = 0.780223, iou_loss = 0.542751, total_loss = 1.322974 \n",
            " total_bbox = 3884770, rewritten_bbox = 0.034571 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.793193), count: 2, class_loss = 0.000033, iou_loss = 0.006421, total_loss = 0.006454 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.794368), count: 165, class_loss = 0.718022, iou_loss = 0.449461, total_loss = 1.167483 \n",
            " total_bbox = 3884937, rewritten_bbox = 0.034569 % \n",
            "\n",
            " 11725: 0.625734, 0.626230 avg loss, 0.000010 rate, 1.088140 seconds, 750400 images, 0.116961 hours left\n",
            "Loaded: 0.000080 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.000803, iou_loss = 0.000000, total_loss = 0.000803 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.811869), count: 189, class_loss = 0.725509, iou_loss = 0.508758, total_loss = 1.234267 \n",
            " total_bbox = 3885126, rewritten_bbox = 0.034568 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.000204, iou_loss = 0.000000, total_loss = 0.000204 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.786803), count: 159, class_loss = 0.884615, iou_loss = 0.523515, total_loss = 1.408130 \n",
            " total_bbox = 3885285, rewritten_bbox = 0.034566 % \n",
            "\n",
            " 11726: 0.660851, 0.629692 avg loss, 0.000010 rate, 1.099824 seconds, 750464 images, 0.116623 hours left\n",
            "Loaded: 0.000102 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.652938), count: 4, class_loss = 0.045678, iou_loss = 0.024518, total_loss = 0.070196 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.789513), count: 159, class_loss = 0.904180, iou_loss = 0.523054, total_loss = 1.427234 \n",
            " total_bbox = 3885448, rewritten_bbox = 0.034565 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.018723, iou_loss = 0.000000, total_loss = 0.018723 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.805046), count: 162, class_loss = 0.524005, iou_loss = 0.462723, total_loss = 0.986728 \n",
            " total_bbox = 3885610, rewritten_bbox = 0.034563 % \n",
            "\n",
            " 11727: 0.625720, 0.629295 avg loss, 0.000010 rate, 1.122230 seconds, 750528 images, 0.116294 hours left\n",
            "Loaded: 0.000072 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.734623), count: 1, class_loss = 0.000241, iou_loss = 0.001753, total_loss = 0.001994 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.798045), count: 182, class_loss = 0.678231, iou_loss = 0.562675, total_loss = 1.240906 \n",
            " total_bbox = 3885793, rewritten_bbox = 0.034562 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.000104, iou_loss = 0.000000, total_loss = 0.000104 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.804389), count: 181, class_loss = 0.780919, iou_loss = 0.493930, total_loss = 1.274849 \n",
            " total_bbox = 3885974, rewritten_bbox = 0.034560 % \n",
            "\n",
            " 11728: 0.629463, 0.629312 avg loss, 0.000010 rate, 1.136158 seconds, 750592 images, 0.115982 hours left\n",
            "Loaded: 0.000079 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.773834), count: 3, class_loss = 0.070299, iou_loss = 0.011857, total_loss = 0.082157 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.814744), count: 161, class_loss = 0.548040, iou_loss = 0.397689, total_loss = 0.945729 \n",
            " total_bbox = 3886138, rewritten_bbox = 0.034559 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.000423, iou_loss = 0.000000, total_loss = 0.000423 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.793233), count: 166, class_loss = 0.864011, iou_loss = 0.557482, total_loss = 1.421493 \n",
            " total_bbox = 3886304, rewritten_bbox = 0.034557 % \n",
            "\n",
            " 11729: 0.612450, 0.627626 avg loss, 0.000010 rate, 1.117078 seconds, 750656 images, 0.115681 hours left\n",
            "Loaded: 0.000068 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.000111, iou_loss = 0.000000, total_loss = 0.000111 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.800497), count: 152, class_loss = 0.792377, iou_loss = 0.435805, total_loss = 1.228181 \n",
            " total_bbox = 3886456, rewritten_bbox = 0.034556 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.002470, iou_loss = 0.000000, total_loss = 0.002470 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.800921), count: 158, class_loss = 0.853911, iou_loss = 0.448743, total_loss = 1.302653 \n",
            " total_bbox = 3886614, rewritten_bbox = 0.034555 % \n",
            "\n",
            " 11730: 0.633354, 0.628199 avg loss, 0.000010 rate, 1.158619 seconds, 750720 images, 0.115365 hours left\n",
            "Loaded: 0.000067 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.667433), count: 1, class_loss = 0.010122, iou_loss = 0.008748, total_loss = 0.018870 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.792904), count: 155, class_loss = 0.588072, iou_loss = 0.509985, total_loss = 1.098056 \n",
            " total_bbox = 3886770, rewritten_bbox = 0.034553 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.676895), count: 3, class_loss = 0.084743, iou_loss = 0.029312, total_loss = 0.114055 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.810268), count: 160, class_loss = 0.677319, iou_loss = 0.442857, total_loss = 1.120176 \n",
            " total_bbox = 3886933, rewritten_bbox = 0.034552 % \n",
            "\n",
            " 11731: 0.587789, 0.624158 avg loss, 0.000010 rate, 1.107504 seconds, 750784 images, 0.115080 hours left\n",
            "Loaded: 0.000069 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.639767), count: 2, class_loss = 0.065750, iou_loss = 0.029301, total_loss = 0.095051 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.795921), count: 163, class_loss = 0.947630, iou_loss = 0.481610, total_loss = 1.429241 \n",
            " total_bbox = 3887098, rewritten_bbox = 0.034550 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.000432, iou_loss = 0.000000, total_loss = 0.000432 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.802137), count: 161, class_loss = 0.584668, iou_loss = 0.464550, total_loss = 1.049218 \n",
            " total_bbox = 3887258, rewritten_bbox = 0.034549 % \n",
            "\n",
            " 11732: 0.643485, 0.626090 avg loss, 0.000010 rate, 1.114293 seconds, 750848 images, 0.114757 hours left\n",
            "Loaded: 0.000084 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.596235), count: 5, class_loss = 0.099220, iou_loss = 0.070415, total_loss = 0.169635 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.794186), count: 158, class_loss = 1.034055, iou_loss = 0.516129, total_loss = 1.550184 \n",
            " total_bbox = 3887421, rewritten_bbox = 0.034547 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.541790), count: 2, class_loss = 0.033994, iou_loss = 0.038710, total_loss = 0.072704 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.793340), count: 159, class_loss = 0.737016, iou_loss = 0.531999, total_loss = 1.269015 \n",
            " total_bbox = 3887582, rewritten_bbox = 0.034546 % \n",
            "\n",
            " 11733: 0.765384, 0.640020 avg loss, 0.000010 rate, 1.134128 seconds, 750912 images, 0.114439 hours left\n",
            "Loaded: 0.000082 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.783030), count: 2, class_loss = 0.000614, iou_loss = 0.006304, total_loss = 0.006918 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.798723), count: 180, class_loss = 0.771019, iou_loss = 0.493375, total_loss = 1.264395 \n",
            " total_bbox = 3887764, rewritten_bbox = 0.034544 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.717194), count: 2, class_loss = 0.012146, iou_loss = 0.018789, total_loss = 0.030935 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.806171), count: 154, class_loss = 0.409514, iou_loss = 0.382546, total_loss = 0.792060 \n",
            " total_bbox = 3887920, rewritten_bbox = 0.034543 % \n",
            "\n",
            " 11734: 0.523577, 0.628376 avg loss, 0.000010 rate, 1.147751 seconds, 750976 images, 0.114136 hours left\n",
            "Loaded: 0.000067 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.003323, iou_loss = 0.000000, total_loss = 0.003323 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.792232), count: 170, class_loss = 0.794194, iou_loss = 0.638695, total_loss = 1.432889 \n",
            " total_bbox = 3888090, rewritten_bbox = 0.034541 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.626384), count: 2, class_loss = 0.047006, iou_loss = 0.020428, total_loss = 0.067434 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.802370), count: 138, class_loss = 0.647520, iou_loss = 0.449651, total_loss = 1.097171 \n",
            " total_bbox = 3888230, rewritten_bbox = 0.034540 % \n",
            "\n",
            " 11735: 0.650204, 0.630558 avg loss, 0.000010 rate, 1.120693 seconds, 751040 images, 0.113843 hours left\n",
            "Loaded: 0.000089 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.002870, iou_loss = 0.000000, total_loss = 0.002870 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.816851), count: 175, class_loss = 0.341307, iou_loss = 0.436725, total_loss = 0.778032 \n",
            " total_bbox = 3888405, rewritten_bbox = 0.034539 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.540679), count: 2, class_loss = 0.019906, iou_loss = 0.009733, total_loss = 0.029639 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.795063), count: 198, class_loss = 0.524957, iou_loss = 0.670754, total_loss = 1.195711 \n",
            " total_bbox = 3888605, rewritten_bbox = 0.034537 % \n",
            "\n",
            " 11736: 0.501563, 0.617659 avg loss, 0.000010 rate, 1.110776 seconds, 751104 images, 0.113529 hours left\n",
            "Loaded: 0.000088 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.705931), count: 3, class_loss = 0.001289, iou_loss = 0.015332, total_loss = 0.016621 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.792583), count: 189, class_loss = 0.914292, iou_loss = 0.565488, total_loss = 1.479780 \n",
            " total_bbox = 3888797, rewritten_bbox = 0.034561 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.000068, iou_loss = 0.000000, total_loss = 0.000068 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.801346), count: 159, class_loss = 0.480962, iou_loss = 0.408538, total_loss = 0.889500 \n",
            " total_bbox = 3888956, rewritten_bbox = 0.034559 % \n",
            "\n",
            " 11737: 0.596492, 0.615542 avg loss, 0.000010 rate, 1.136032 seconds, 751168 images, 0.113209 hours left\n",
            "Loaded: 0.000073 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.000038, iou_loss = 0.000000, total_loss = 0.000038 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.797548), count: 161, class_loss = 0.873727, iou_loss = 0.476978, total_loss = 1.350704 \n",
            " total_bbox = 3889117, rewritten_bbox = 0.034558 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.709409), count: 1, class_loss = 0.001301, iou_loss = 0.003398, total_loss = 0.004699 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.805535), count: 150, class_loss = 0.860075, iou_loss = 0.427242, total_loss = 1.287317 \n",
            " total_bbox = 3889267, rewritten_bbox = 0.034557 % \n",
            "\n",
            " 11738: 0.660690, 0.620057 avg loss, 0.000010 rate, 1.115429 seconds, 751232 images, 0.112907 hours left\n",
            "Loaded: 0.000054 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.794319), count: 1, class_loss = 0.000157, iou_loss = 0.001636, total_loss = 0.001793 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.802218), count: 157, class_loss = 0.785999, iou_loss = 0.488819, total_loss = 1.274818 \n",
            " total_bbox = 3889425, rewritten_bbox = 0.034555 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.529101), count: 2, class_loss = 0.106890, iou_loss = 0.016669, total_loss = 0.123558 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.816016), count: 171, class_loss = 0.885387, iou_loss = 0.437659, total_loss = 1.323046 \n",
            " total_bbox = 3889598, rewritten_bbox = 0.034554 % \n",
            "\n",
            " 11739: 0.680804, 0.626132 avg loss, 0.000010 rate, 1.134421 seconds, 751296 images, 0.112590 hours left\n",
            "Loaded: 0.000064 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.013575, iou_loss = 0.000000, total_loss = 0.013575 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.810297), count: 162, class_loss = 0.883335, iou_loss = 0.421192, total_loss = 1.304527 \n",
            " total_bbox = 3889760, rewritten_bbox = 0.034552 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.679911), count: 1, class_loss = 0.000095, iou_loss = 0.006722, total_loss = 0.006817 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.782063), count: 166, class_loss = 0.707563, iou_loss = 0.549300, total_loss = 1.256863 \n",
            " total_bbox = 3889927, rewritten_bbox = 0.034551 % \n",
            "\n",
            " 11740: 0.645445, 0.628063 avg loss, 0.000010 rate, 1.109551 seconds, 751360 images, 0.112286 hours left\n",
            "Loaded: 0.000098 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.666579), count: 4, class_loss = 0.099396, iou_loss = 0.042735, total_loss = 0.142131 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.798812), count: 155, class_loss = 0.947883, iou_loss = 0.490627, total_loss = 1.438511 \n",
            " total_bbox = 3890086, rewritten_bbox = 0.034549 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.793919), count: 2, class_loss = 0.008565, iou_loss = 0.005296, total_loss = 0.013861 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.809184), count: 145, class_loss = 0.582598, iou_loss = 0.418292, total_loss = 1.000889 \n",
            " total_bbox = 3890233, rewritten_bbox = 0.034548 % \n",
            "\n",
            " 11741: 0.648848, 0.630141 avg loss, 0.000010 rate, 1.134776 seconds, 751424 images, 0.111965 hours left\n",
            "Loaded: 0.000106 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.657623), count: 3, class_loss = 0.017712, iou_loss = 0.030192, total_loss = 0.047904 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.783671), count: 166, class_loss = 0.736959, iou_loss = 0.599140, total_loss = 1.336098 \n",
            " total_bbox = 3890402, rewritten_bbox = 0.034547 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.754698), count: 1, class_loss = 0.002441, iou_loss = 0.004528, total_loss = 0.006969 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.794251), count: 156, class_loss = 0.687902, iou_loss = 0.486777, total_loss = 1.174680 \n",
            " total_bbox = 3890559, rewritten_bbox = 0.034545 % \n",
            "\n",
            " 11742: 0.641413, 0.631269 avg loss, 0.000010 rate, 1.112811 seconds, 751488 images, 0.111662 hours left\n",
            "Loaded: 0.000084 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.583039), count: 3, class_loss = 0.027734, iou_loss = 0.031018, total_loss = 0.058752 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.812337), count: 161, class_loss = 0.625859, iou_loss = 0.404985, total_loss = 1.030844 \n",
            " total_bbox = 3890723, rewritten_bbox = 0.034544 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.637095), count: 4, class_loss = 0.054228, iou_loss = 0.020298, total_loss = 0.074526 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.787157), count: 165, class_loss = 0.975211, iou_loss = 0.585878, total_loss = 1.561090 \n",
            " total_bbox = 3890892, rewritten_bbox = 0.034542 % \n",
            "\n",
            " 11743: 0.681303, 0.636272 avg loss, 0.000010 rate, 1.119873 seconds, 751552 images, 0.111343 hours left\n",
            "Loaded: 0.000094 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.788317), count: 1, class_loss = 0.020824, iou_loss = 0.003004, total_loss = 0.023828 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.821224), count: 174, class_loss = 0.705030, iou_loss = 0.372943, total_loss = 1.077972 \n",
            " total_bbox = 3891067, rewritten_bbox = 0.034541 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.591262), count: 1, class_loss = 0.000052, iou_loss = 0.017632, total_loss = 0.017684 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.794288), count: 164, class_loss = 0.680892, iou_loss = 0.489527, total_loss = 1.170419 \n",
            " total_bbox = 3891232, rewritten_bbox = 0.034539 % \n",
            "\n",
            " 11744: 0.572476, 0.629892 avg loss, 0.000010 rate, 1.127618 seconds, 751616 images, 0.111029 hours left\n",
            "Loaded: 0.000047 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.000345, iou_loss = 0.000000, total_loss = 0.000345 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.793206), count: 166, class_loss = 0.642192, iou_loss = 0.469324, total_loss = 1.111516 \n",
            " total_bbox = 3891398, rewritten_bbox = 0.034538 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.738393), count: 1, class_loss = 0.000243, iou_loss = 0.003861, total_loss = 0.004105 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.800596), count: 176, class_loss = 0.612723, iou_loss = 0.471007, total_loss = 1.083730 \n",
            " total_bbox = 3891575, rewritten_bbox = 0.034536 % \n",
            "\n",
            " 11745: 0.549924, 0.621896 avg loss, 0.000010 rate, 1.133442 seconds, 751680 images, 0.110720 hours left\n",
            "Loaded: 0.000047 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.011629, iou_loss = 0.000000, total_loss = 0.011629 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.809174), count: 153, class_loss = 0.658843, iou_loss = 0.449312, total_loss = 1.108155 \n",
            " total_bbox = 3891728, rewritten_bbox = 0.034535 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.731037), count: 3, class_loss = 0.043555, iou_loss = 0.013328, total_loss = 0.056883 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.799499), count: 142, class_loss = 0.740102, iou_loss = 0.457932, total_loss = 1.198034 \n",
            " total_bbox = 3891873, rewritten_bbox = 0.034559 % \n",
            "\n",
            " 11746: 0.593675, 0.619074 avg loss, 0.000010 rate, 1.143363 seconds, 751744 images, 0.110416 hours left\n",
            "Loaded: 0.000089 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.001202, iou_loss = 0.000000, total_loss = 0.001202 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.801925), count: 156, class_loss = 0.969974, iou_loss = 0.424724, total_loss = 1.394698 \n",
            " total_bbox = 3892029, rewritten_bbox = 0.034558 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.893962), count: 1, class_loss = 0.080278, iou_loss = 0.000981, total_loss = 0.081260 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.803093), count: 152, class_loss = 0.713733, iou_loss = 0.504877, total_loss = 1.218610 \n",
            " total_bbox = 3892182, rewritten_bbox = 0.034556 % \n",
            "\n",
            " 11747: 0.673942, 0.624560 avg loss, 0.000010 rate, 1.110419 seconds, 751808 images, 0.110119 hours left\n",
            "Loaded: 0.000050 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.000299, iou_loss = 0.000000, total_loss = 0.000299 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.801479), count: 176, class_loss = 0.758277, iou_loss = 0.494850, total_loss = 1.253127 \n",
            " total_bbox = 3892358, rewritten_bbox = 0.034555 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.000980, iou_loss = 0.000000, total_loss = 0.000980 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.801674), count: 166, class_loss = 0.563958, iou_loss = 0.466642, total_loss = 1.030600 \n",
            " total_bbox = 3892524, rewritten_bbox = 0.034553 % \n",
            "\n",
            " 11748: 0.571252, 0.619230 avg loss, 0.000010 rate, 1.106577 seconds, 751872 images, 0.109798 hours left\n",
            "Loaded: 0.000085 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.407492), count: 1, class_loss = 0.023698, iou_loss = 0.010710, total_loss = 0.034408 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.787296), count: 162, class_loss = 0.834417, iou_loss = 0.538498, total_loss = 1.372915 \n",
            " total_bbox = 3892687, rewritten_bbox = 0.034552 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.649304), count: 1, class_loss = 0.019264, iou_loss = 0.005469, total_loss = 0.024733 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.805507), count: 172, class_loss = 0.555357, iou_loss = 0.439334, total_loss = 0.994690 \n",
            " total_bbox = 3892860, rewritten_bbox = 0.034576 % \n",
            "\n",
            " 11749: 0.606687, 0.617975 avg loss, 0.000010 rate, 1.165106 seconds, 751936 images, 0.109475 hours left\n",
            "Loaded: 0.000055 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.000102, iou_loss = 0.000000, total_loss = 0.000102 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.790499), count: 145, class_loss = 0.569266, iou_loss = 0.469058, total_loss = 1.038324 \n",
            " total_bbox = 3893005, rewritten_bbox = 0.034575 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.813170), count: 1, class_loss = 0.002553, iou_loss = 0.001980, total_loss = 0.004533 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.810432), count: 157, class_loss = 0.764253, iou_loss = 0.407538, total_loss = 1.171791 \n",
            " total_bbox = 3893163, rewritten_bbox = 0.034573 % \n",
            "\n",
            " 11750: 0.553688, 0.611547 avg loss, 0.000010 rate, 1.135615 seconds, 752000 images, 0.109192 hours left\n",
            "Loaded: 0.000079 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.000340, iou_loss = 0.000000, total_loss = 0.000340 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.795656), count: 170, class_loss = 0.650563, iou_loss = 0.520793, total_loss = 1.171356 \n",
            " total_bbox = 3893333, rewritten_bbox = 0.034572 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.588112), count: 2, class_loss = 0.017127, iou_loss = 0.012252, total_loss = 0.029379 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.799733), count: 154, class_loss = 0.691353, iou_loss = 0.412406, total_loss = 1.103759 \n",
            " total_bbox = 3893489, rewritten_bbox = 0.034571 % \n",
            "\n",
            " 11751: 0.576208, 0.608013 avg loss, 0.000010 rate, 1.158491 seconds, 752064 images, 0.108889 hours left\n",
            "Loaded: 0.000081 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.000071, iou_loss = 0.000000, total_loss = 0.000071 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.800835), count: 160, class_loss = 0.500083, iou_loss = 0.463077, total_loss = 0.963161 \n",
            " total_bbox = 3893649, rewritten_bbox = 0.034569 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.836092), count: 1, class_loss = 0.002559, iou_loss = 0.002318, total_loss = 0.004877 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.806474), count: 182, class_loss = 0.865485, iou_loss = 0.515384, total_loss = 1.380870 \n",
            " total_bbox = 3893832, rewritten_bbox = 0.034567 % \n",
            "\n",
            " 11752: 0.587245, 0.605936 avg loss, 0.000010 rate, 1.141235 seconds, 752128 images, 0.108601 hours left\n",
            "Loaded: 0.000058 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.535934), count: 1, class_loss = 0.015170, iou_loss = 0.020321, total_loss = 0.035491 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.789629), count: 154, class_loss = 0.686883, iou_loss = 0.525409, total_loss = 1.212292 \n",
            " total_bbox = 3893987, rewritten_bbox = 0.034566 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.002273, iou_loss = 0.000000, total_loss = 0.002273 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.794085), count: 136, class_loss = 0.723987, iou_loss = 0.620203, total_loss = 1.344190 \n",
            " total_bbox = 3894123, rewritten_bbox = 0.034565 % \n",
            "\n",
            " 11753: 0.648562, 0.610198 avg loss, 0.000010 rate, 1.120485 seconds, 752192 images, 0.108302 hours left\n",
            "Loaded: 0.000068 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.901491), count: 1, class_loss = 0.001877, iou_loss = 0.000608, total_loss = 0.002484 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.792355), count: 162, class_loss = 0.699383, iou_loss = 0.491850, total_loss = 1.191233 \n",
            " total_bbox = 3894286, rewritten_bbox = 0.034563 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.000493, iou_loss = 0.000000, total_loss = 0.000493 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.798175), count: 158, class_loss = 0.588875, iou_loss = 0.468058, total_loss = 1.056933 \n",
            " total_bbox = 3894444, rewritten_bbox = 0.034562 % \n",
            "\n",
            " 11754: 0.562786, 0.605457 avg loss, 0.000010 rate, 1.113119 seconds, 752256 images, 0.107988 hours left\n",
            "Loaded: 0.000086 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.803010), count: 3, class_loss = 0.049376, iou_loss = 0.005039, total_loss = 0.054415 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.805528), count: 157, class_loss = 0.703674, iou_loss = 0.495324, total_loss = 1.198998 \n",
            " total_bbox = 3894604, rewritten_bbox = 0.034561 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.000063, iou_loss = 0.000000, total_loss = 0.000063 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.799849), count: 165, class_loss = 0.768564, iou_loss = 0.451201, total_loss = 1.219766 \n",
            " total_bbox = 3894769, rewritten_bbox = 0.034559 % \n",
            "\n",
            " 11755: 0.618310, 0.606743 avg loss, 0.000010 rate, 1.130560 seconds, 752320 images, 0.107668 hours left\n",
            "Loaded: 0.000067 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.725105), count: 1, class_loss = 0.006428, iou_loss = 0.003701, total_loss = 0.010129 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.814474), count: 166, class_loss = 0.482877, iou_loss = 0.423983, total_loss = 0.906860 \n",
            " total_bbox = 3894936, rewritten_bbox = 0.034558 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.856647), count: 1, class_loss = 0.000354, iou_loss = 0.002449, total_loss = 0.002802 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.792728), count: 163, class_loss = 0.785578, iou_loss = 0.498328, total_loss = 1.283906 \n",
            " total_bbox = 3895100, rewritten_bbox = 0.034556 % \n",
            "\n",
            " 11756: 0.550924, 0.601161 avg loss, 0.000010 rate, 1.131000 seconds, 752384 images, 0.107361 hours left\n",
            "Loaded: 0.000055 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.611630), count: 9, class_loss = 0.193202, iou_loss = 0.154062, total_loss = 0.347264 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.807892), count: 163, class_loss = 0.756031, iou_loss = 0.477015, total_loss = 1.233045 \n",
            " total_bbox = 3895272, rewritten_bbox = 0.034555 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.000030, iou_loss = 0.000000, total_loss = 0.000030 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.817524), count: 165, class_loss = 0.773174, iou_loss = 0.358077, total_loss = 1.131251 \n",
            " total_bbox = 3895437, rewritten_bbox = 0.034553 % \n",
            "\n",
            " 11757: 0.677898, 0.608834 avg loss, 0.000010 rate, 1.132460 seconds, 752448 images, 0.107054 hours left\n",
            "Loaded: 0.000100 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.636531), count: 4, class_loss = 0.093113, iou_loss = 0.039258, total_loss = 0.132371 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.797645), count: 173, class_loss = 0.971278, iou_loss = 0.718034, total_loss = 1.689312 \n",
            " total_bbox = 3895614, rewritten_bbox = 0.034552 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.765148), count: 1, class_loss = 0.005140, iou_loss = 0.003840, total_loss = 0.008980 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.812624), count: 164, class_loss = 0.774791, iou_loss = 0.434454, total_loss = 1.209244 \n",
            " total_bbox = 3895779, rewritten_bbox = 0.034550 % \n",
            "\n",
            " 11758: 0.759977, 0.623949 avg loss, 0.000010 rate, 1.139206 seconds, 752512 images, 0.106748 hours left\n",
            "Loaded: 0.000083 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.517840), count: 1, class_loss = 0.001268, iou_loss = 0.008617, total_loss = 0.009886 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.802806), count: 166, class_loss = 0.758523, iou_loss = 0.507488, total_loss = 1.266011 \n",
            " total_bbox = 3895946, rewritten_bbox = 0.034549 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.531821), count: 1, class_loss = 0.033403, iou_loss = 0.021838, total_loss = 0.055241 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.786440), count: 160, class_loss = 0.583853, iou_loss = 0.561491, total_loss = 1.145344 \n",
            " total_bbox = 3896107, rewritten_bbox = 0.034547 % \n",
            "\n",
            " 11759: 0.619120, 0.623466 avg loss, 0.000010 rate, 1.134321 seconds, 752576 images, 0.106447 hours left\n",
            "Loaded: 0.000077 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.635885), count: 3, class_loss = 0.097408, iou_loss = 0.040214, total_loss = 0.137621 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.788294), count: 160, class_loss = 0.904412, iou_loss = 0.604321, total_loss = 1.508733 \n",
            " total_bbox = 3896270, rewritten_bbox = 0.034546 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.691551), count: 2, class_loss = 0.084614, iou_loss = 0.016379, total_loss = 0.100993 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.781695), count: 155, class_loss = 0.981110, iou_loss = 0.542674, total_loss = 1.523783 \n",
            " total_bbox = 3896427, rewritten_bbox = 0.034544 % \n",
            "\n",
            " 11760: 0.817783, 0.642897 avg loss, 0.000010 rate, 1.124936 seconds, 752640 images, 0.106141 hours left\n",
            "Loaded: 0.000070 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.000077, iou_loss = 0.000000, total_loss = 0.000077 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.796766), count: 153, class_loss = 0.811933, iou_loss = 0.496364, total_loss = 1.308297 \n",
            " total_bbox = 3896580, rewritten_bbox = 0.034543 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.786970), count: 2, class_loss = 0.001888, iou_loss = 0.005349, total_loss = 0.007237 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.785023), count: 175, class_loss = 0.762774, iou_loss = 0.609590, total_loss = 1.372364 \n",
            " total_bbox = 3896757, rewritten_bbox = 0.034567 % \n",
            "\n",
            " 11761: 0.671994, 0.645807 avg loss, 0.000010 rate, 1.140433 seconds, 752704 images, 0.105830 hours left\n",
            "Loaded: 0.000092 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.009105, iou_loss = 0.000000, total_loss = 0.009105 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.807906), count: 169, class_loss = 0.466752, iou_loss = 0.447706, total_loss = 0.914458 \n",
            " total_bbox = 3896926, rewritten_bbox = 0.034566 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.709121), count: 1, class_loss = 0.065456, iou_loss = 0.006067, total_loss = 0.071523 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.795533), count: 169, class_loss = 0.716131, iou_loss = 0.641733, total_loss = 1.357864 \n",
            " total_bbox = 3897096, rewritten_bbox = 0.034564 % \n",
            "\n",
            " 11762: 0.588237, 0.640050 avg loss, 0.000010 rate, 1.112663 seconds, 752768 images, 0.105529 hours left\n",
            "Loaded: 0.000061 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.646676), count: 2, class_loss = 0.006548, iou_loss = 0.012837, total_loss = 0.019385 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.797548), count: 163, class_loss = 0.780188, iou_loss = 0.545277, total_loss = 1.325465 \n",
            " total_bbox = 3897261, rewritten_bbox = 0.034563 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.670135), count: 3, class_loss = 0.042977, iou_loss = 0.011793, total_loss = 0.054770 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.807928), count: 171, class_loss = 0.466691, iou_loss = 0.435636, total_loss = 0.902327 \n",
            " total_bbox = 3897435, rewritten_bbox = 0.034561 % \n",
            "\n",
            " 11763: 0.575487, 0.633594 avg loss, 0.000010 rate, 1.132716 seconds, 752832 images, 0.105209 hours left\n",
            "Loaded: 0.000061 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.695468), count: 2, class_loss = 0.007814, iou_loss = 0.006291, total_loss = 0.014104 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.799630), count: 171, class_loss = 1.012666, iou_loss = 0.560915, total_loss = 1.573581 \n",
            " total_bbox = 3897608, rewritten_bbox = 0.034585 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.685894), count: 3, class_loss = 0.011280, iou_loss = 0.013332, total_loss = 0.024612 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.807299), count: 175, class_loss = 0.661832, iou_loss = 0.512004, total_loss = 1.173837 \n",
            " total_bbox = 3897786, rewritten_bbox = 0.034584 % \n",
            "\n",
            " 11764: 0.696533, 0.639888 avg loss, 0.000010 rate, 1.166882 seconds, 752896 images, 0.104903 hours left\n",
            "Loaded: 0.000081 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.727374), count: 3, class_loss = 0.000324, iou_loss = 0.016735, total_loss = 0.017059 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.804545), count: 168, class_loss = 0.561079, iou_loss = 0.455843, total_loss = 1.016922 \n",
            " total_bbox = 3897957, rewritten_bbox = 0.034582 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.011677, iou_loss = 0.000000, total_loss = 0.011677 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.790580), count: 153, class_loss = 0.897407, iou_loss = 0.540509, total_loss = 1.437916 \n",
            " total_bbox = 3898110, rewritten_bbox = 0.034581 % \n",
            "\n",
            " 11765: 0.620894, 0.637988 avg loss, 0.000010 rate, 1.142232 seconds, 752960 images, 0.104619 hours left\n",
            "Loaded: 0.000085 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.683966), count: 3, class_loss = 0.045064, iou_loss = 0.016352, total_loss = 0.061416 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.796447), count: 167, class_loss = 1.101466, iou_loss = 0.488145, total_loss = 1.589611 \n",
            " total_bbox = 3898280, rewritten_bbox = 0.034605 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.672683), count: 3, class_loss = 0.003161, iou_loss = 0.015056, total_loss = 0.018217 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.805595), count: 178, class_loss = 0.653335, iou_loss = 0.486796, total_loss = 1.140131 \n",
            " total_bbox = 3898461, rewritten_bbox = 0.034603 % \n",
            "\n",
            " 11766: 0.702344, 0.644424 avg loss, 0.000010 rate, 1.125235 seconds, 753024 images, 0.104319 hours left\n",
            "Loaded: 0.000123 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.000020, iou_loss = 0.000000, total_loss = 0.000020 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.802619), count: 143, class_loss = 0.766955, iou_loss = 0.437516, total_loss = 1.204470 \n",
            " total_bbox = 3898604, rewritten_bbox = 0.034602 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.778054), count: 4, class_loss = 0.053190, iou_loss = 0.017586, total_loss = 0.070776 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.793653), count: 161, class_loss = 0.873066, iou_loss = 0.606139, total_loss = 1.479205 \n",
            " total_bbox = 3898769, rewritten_bbox = 0.034601 % \n",
            "\n",
            " 11767: 0.688618, 0.648843 avg loss, 0.000010 rate, 1.159123 seconds, 753088 images, 0.104007 hours left\n",
            "Loaded: 0.000106 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.813231), count: 2, class_loss = 0.010803, iou_loss = 0.004190, total_loss = 0.014993 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.805260), count: 176, class_loss = 0.812203, iou_loss = 0.481411, total_loss = 1.293615 \n",
            " total_bbox = 3898947, rewritten_bbox = 0.034599 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.647037), count: 5, class_loss = 0.035570, iou_loss = 0.083103, total_loss = 0.118673 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.792910), count: 143, class_loss = 0.667979, iou_loss = 0.535228, total_loss = 1.203206 \n",
            " total_bbox = 3899095, rewritten_bbox = 0.034598 % \n",
            "\n",
            " 11768: 0.657622, 0.649721 avg loss, 0.000010 rate, 1.133161 seconds, 753152 images, 0.103717 hours left\n",
            "Loaded: 0.000068 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.761676), count: 3, class_loss = 0.032367, iou_loss = 0.011656, total_loss = 0.044024 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.812942), count: 180, class_loss = 0.654755, iou_loss = 0.432954, total_loss = 1.087709 \n",
            " total_bbox = 3899278, rewritten_bbox = 0.034596 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.000149, iou_loss = 0.000000, total_loss = 0.000149 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.808540), count: 166, class_loss = 0.900733, iou_loss = 0.454366, total_loss = 1.355099 \n",
            " total_bbox = 3899444, rewritten_bbox = 0.034595 % \n",
            "\n",
            " 11769: 0.621745, 0.646924 avg loss, 0.000010 rate, 1.163506 seconds, 753216 images, 0.103410 hours left\n",
            "Loaded: 0.000076 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.732244), count: 2, class_loss = 0.053683, iou_loss = 0.010994, total_loss = 0.064677 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.806570), count: 164, class_loss = 0.895101, iou_loss = 0.456978, total_loss = 1.352079 \n",
            " total_bbox = 3899610, rewritten_bbox = 0.034593 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.868090), count: 1, class_loss = 0.001061, iou_loss = 0.000769, total_loss = 0.001830 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.787730), count: 171, class_loss = 0.958123, iou_loss = 0.657099, total_loss = 1.615222 \n",
            " total_bbox = 3899782, rewritten_bbox = 0.034592 % \n",
            "\n",
            " 11770: 0.758452, 0.658076 avg loss, 0.000010 rate, 1.153116 seconds, 753280 images, 0.103123 hours left\n",
            "Loaded: 0.000099 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.930939), count: 1, class_loss = 0.000006, iou_loss = 0.000684, total_loss = 0.000690 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.803947), count: 176, class_loss = 0.786794, iou_loss = 0.529892, total_loss = 1.316686 \n",
            " total_bbox = 3899959, rewritten_bbox = 0.034590 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.664989), count: 2, class_loss = 0.039658, iou_loss = 0.016328, total_loss = 0.055986 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.806984), count: 155, class_loss = 0.467424, iou_loss = 0.444946, total_loss = 0.912369 \n",
            " total_bbox = 3900116, rewritten_bbox = 0.034589 % \n",
            "\n",
            " 11771: 0.571433, 0.649412 avg loss, 0.000010 rate, 1.118832 seconds, 753344 images, 0.102828 hours left\n",
            "Loaded: 0.000067 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.820543), count: 2, class_loss = 0.006542, iou_loss = 0.005494, total_loss = 0.012035 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.813097), count: 167, class_loss = 0.375347, iou_loss = 0.424202, total_loss = 0.799548 \n",
            " total_bbox = 3900285, rewritten_bbox = 0.034587 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.026435, iou_loss = 0.000000, total_loss = 0.026435 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.797865), count: 179, class_loss = 0.723330, iou_loss = 0.525433, total_loss = 1.248762 \n",
            " total_bbox = 3900464, rewritten_bbox = 0.034586 % \n",
            "\n",
            " 11772: 0.521695, 0.636640 avg loss, 0.000010 rate, 1.118347 seconds, 753408 images, 0.102512 hours left\n",
            "Loaded: 0.000073 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.727374), count: 3, class_loss = 0.026722, iou_loss = 0.017223, total_loss = 0.043944 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.804848), count: 157, class_loss = 0.681878, iou_loss = 0.407750, total_loss = 1.089628 \n",
            " total_bbox = 3900624, rewritten_bbox = 0.034584 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.000254, iou_loss = 0.000000, total_loss = 0.000254 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.798683), count: 152, class_loss = 0.936242, iou_loss = 0.473976, total_loss = 1.410218 \n",
            " total_bbox = 3900776, rewritten_bbox = 0.034583 % \n",
            "\n",
            " 11773: 0.636011, 0.636577 avg loss, 0.000010 rate, 1.139305 seconds, 753472 images, 0.102195 hours left\n",
            "Loaded: 0.000104 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.707765), count: 1, class_loss = 0.003510, iou_loss = 0.005765, total_loss = 0.009275 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.803009), count: 172, class_loss = 0.709636, iou_loss = 0.490277, total_loss = 1.199913 \n",
            " total_bbox = 3900949, rewritten_bbox = 0.034581 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.626717), count: 1, class_loss = 0.014064, iou_loss = 0.006468, total_loss = 0.020532 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.810046), count: 169, class_loss = 0.633883, iou_loss = 0.443645, total_loss = 1.077529 \n",
            " total_bbox = 3901119, rewritten_bbox = 0.034580 % \n",
            "\n",
            " 11774: 0.576812, 0.630601 avg loss, 0.000010 rate, 1.144052 seconds, 753536 images, 0.101892 hours left\n",
            "Loaded: 0.000083 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.681284), count: 2, class_loss = 0.020682, iou_loss = 0.015427, total_loss = 0.036109 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.798660), count: 145, class_loss = 1.109058, iou_loss = 0.452847, total_loss = 1.561905 \n",
            " total_bbox = 3901266, rewritten_bbox = 0.034579 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.685669), count: 5, class_loss = 0.146641, iou_loss = 0.027724, total_loss = 0.174365 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.796420), count: 190, class_loss = 0.877381, iou_loss = 0.589053, total_loss = 1.466434 \n",
            " total_bbox = 3901461, rewritten_bbox = 0.034577 % \n",
            "\n",
            " 11775: 0.809703, 0.648511 avg loss, 0.000010 rate, 1.131844 seconds, 753600 images, 0.101591 hours left\n",
            "Loaded: 0.000068 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.021499, iou_loss = 0.000000, total_loss = 0.021499 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.818804), count: 162, class_loss = 0.397348, iou_loss = 0.340386, total_loss = 0.737735 \n",
            " total_bbox = 3901623, rewritten_bbox = 0.034575 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.000104, iou_loss = 0.000000, total_loss = 0.000104 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.795392), count: 175, class_loss = 0.517853, iou_loss = 0.569301, total_loss = 1.087154 \n",
            " total_bbox = 3901798, rewritten_bbox = 0.034574 % \n",
            "\n",
            " 11776: 0.461623, 0.629822 avg loss, 0.000010 rate, 1.128750 seconds, 753664 images, 0.101282 hours left\n",
            "Loaded: 0.000076 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.000031, iou_loss = 0.000000, total_loss = 0.000031 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.801091), count: 162, class_loss = 0.495148, iou_loss = 0.429883, total_loss = 0.925031 \n",
            " total_bbox = 3901960, rewritten_bbox = 0.034572 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.590683), count: 1, class_loss = 0.000214, iou_loss = 0.007654, total_loss = 0.007868 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.804802), count: 165, class_loss = 0.700005, iou_loss = 0.466731, total_loss = 1.166736 \n",
            " total_bbox = 3902125, rewritten_bbox = 0.034571 % \n",
            "\n",
            " 11777: 0.524916, 0.619332 avg loss, 0.000010 rate, 1.118450 seconds, 753728 images, 0.100972 hours left\n",
            "Loaded: 0.000087 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.656260), count: 2, class_loss = 0.040352, iou_loss = 0.022845, total_loss = 0.063197 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.792083), count: 165, class_loss = 0.934538, iou_loss = 0.538002, total_loss = 1.472540 \n",
            " total_bbox = 3902292, rewritten_bbox = 0.034569 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.001401, iou_loss = 0.000000, total_loss = 0.001401 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.789175), count: 153, class_loss = 0.716051, iou_loss = 0.504808, total_loss = 1.220859 \n",
            " total_bbox = 3902445, rewritten_bbox = 0.034568 % \n",
            "\n",
            " 11778: 0.689499, 0.626348 avg loss, 0.000010 rate, 1.093376 seconds, 753792 images, 0.100655 hours left\n",
            "Loaded: 0.000064 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.000875, iou_loss = 0.000000, total_loss = 0.000875 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.791145), count: 180, class_loss = 0.749507, iou_loss = 0.632426, total_loss = 1.381933 \n",
            " total_bbox = 3902625, rewritten_bbox = 0.034566 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.002881, iou_loss = 0.000000, total_loss = 0.002881 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.813447), count: 151, class_loss = 0.620281, iou_loss = 0.384106, total_loss = 1.004387 \n",
            " total_bbox = 3902776, rewritten_bbox = 0.034565 % \n",
            "\n",
            " 11779: 0.597519, 0.623466 avg loss, 0.000010 rate, 1.132942 seconds, 753856 images, 0.100323 hours left\n",
            "Loaded: 0.000049 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.730378), count: 1, class_loss = 0.063054, iou_loss = 0.003605, total_loss = 0.066659 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.792559), count: 171, class_loss = 0.587848, iou_loss = 0.543960, total_loss = 1.131808 \n",
            " total_bbox = 3902948, rewritten_bbox = 0.034564 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.731106), count: 3, class_loss = 0.053786, iou_loss = 0.008975, total_loss = 0.062761 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.794850), count: 157, class_loss = 0.651651, iou_loss = 0.466224, total_loss = 1.117875 \n",
            " total_bbox = 3903108, rewritten_bbox = 0.034562 % \n",
            "\n",
            " 11780: 0.594776, 0.620597 avg loss, 0.000010 rate, 1.108755 seconds, 753920 images, 0.100015 hours left\n",
            "Loaded: 0.000084 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.686881), count: 3, class_loss = 0.016279, iou_loss = 0.024622, total_loss = 0.040901 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.801088), count: 180, class_loss = 0.791287, iou_loss = 0.544124, total_loss = 1.335411 \n",
            " total_bbox = 3903291, rewritten_bbox = 0.034586 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.750425), count: 2, class_loss = 0.047170, iou_loss = 0.010123, total_loss = 0.057293 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.794267), count: 172, class_loss = 1.097716, iou_loss = 0.549072, total_loss = 1.646788 \n",
            " total_bbox = 3903465, rewritten_bbox = 0.034585 % \n",
            "\n",
            " 11781: 0.770098, 0.635547 avg loss, 0.000010 rate, 1.140961 seconds, 753984 images, 0.099693 hours left\n",
            "Loaded: 0.000051 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.000104, iou_loss = 0.000000, total_loss = 0.000104 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.790220), count: 176, class_loss = 0.740066, iou_loss = 0.600034, total_loss = 1.340100 \n",
            " total_bbox = 3903641, rewritten_bbox = 0.034583 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.678848), count: 4, class_loss = 0.032274, iou_loss = 0.028030, total_loss = 0.060304 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.793830), count: 143, class_loss = 0.807590, iou_loss = 0.461084, total_loss = 1.268674 \n",
            " total_bbox = 3903788, rewritten_bbox = 0.034582 % \n",
            "\n",
            " 11782: 0.667296, 0.638722 avg loss, 0.000010 rate, 1.141766 seconds, 754048 images, 0.099390 hours left\n",
            "Loaded: 0.000055 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.000575, iou_loss = 0.000000, total_loss = 0.000575 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.791247), count: 144, class_loss = 0.765897, iou_loss = 0.520342, total_loss = 1.286239 \n",
            " total_bbox = 3903932, rewritten_bbox = 0.034581 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.005029, iou_loss = 0.000000, total_loss = 0.005029 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.793433), count: 157, class_loss = 0.808312, iou_loss = 0.528667, total_loss = 1.336979 \n",
            " total_bbox = 3904089, rewritten_bbox = 0.034579 % \n",
            "\n",
            " 11783: 0.657206, 0.640570 avg loss, 0.000010 rate, 1.118669 seconds, 754112 images, 0.099088 hours left\n",
            "Loaded: 0.000053 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.746766), count: 2, class_loss = 0.001487, iou_loss = 0.007127, total_loss = 0.008614 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.810931), count: 160, class_loss = 0.609806, iou_loss = 0.502039, total_loss = 1.111846 \n",
            " total_bbox = 3904251, rewritten_bbox = 0.034578 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.609056), count: 3, class_loss = 0.103148, iou_loss = 0.045934, total_loss = 0.149082 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.803370), count: 159, class_loss = 0.818442, iou_loss = 0.516354, total_loss = 1.334796 \n",
            " total_bbox = 3904413, rewritten_bbox = 0.034576 % \n",
            "\n",
            " 11784: 0.651085, 0.641622 avg loss, 0.000010 rate, 1.139675 seconds, 754176 images, 0.098771 hours left\n",
            "Loaded: 0.000079 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.729350), count: 4, class_loss = 0.025747, iou_loss = 0.022545, total_loss = 0.048292 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.793750), count: 179, class_loss = 0.796844, iou_loss = 0.557663, total_loss = 1.354506 \n",
            " total_bbox = 3904596, rewritten_bbox = 0.034575 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.690848), count: 1, class_loss = 0.030407, iou_loss = 0.006061, total_loss = 0.036469 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.816437), count: 168, class_loss = 0.579234, iou_loss = 0.441591, total_loss = 1.020825 \n",
            " total_bbox = 3904765, rewritten_bbox = 0.034573 % \n",
            "\n",
            " 11785: 0.615023, 0.638962 avg loss, 0.000010 rate, 1.138626 seconds, 754240 images, 0.098467 hours left\n",
            "Loaded: 0.000083 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.624281), count: 2, class_loss = 0.011806, iou_loss = 0.021713, total_loss = 0.033519 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.807320), count: 171, class_loss = 0.767502, iou_loss = 0.447219, total_loss = 1.214721 \n",
            " total_bbox = 3904938, rewritten_bbox = 0.034572 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.733003), count: 3, class_loss = 0.018186, iou_loss = 0.015711, total_loss = 0.033897 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.802420), count: 161, class_loss = 0.663542, iou_loss = 0.485089, total_loss = 1.148631 \n",
            " total_bbox = 3905102, rewritten_bbox = 0.034570 % \n",
            "\n",
            " 11786: 0.607692, 0.635835 avg loss, 0.000010 rate, 1.138391 seconds, 754304 images, 0.098163 hours left\n",
            "Loaded: 0.000081 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.000037, iou_loss = 0.000000, total_loss = 0.000037 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.792776), count: 153, class_loss = 0.716282, iou_loss = 0.460840, total_loss = 1.177122 \n",
            " total_bbox = 3905255, rewritten_bbox = 0.034569 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.795906), count: 2, class_loss = 0.003488, iou_loss = 0.006029, total_loss = 0.009518 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.800854), count: 185, class_loss = 0.606860, iou_loss = 0.600880, total_loss = 1.207740 \n",
            " total_bbox = 3905442, rewritten_bbox = 0.034567 % \n",
            "\n",
            " 11787: 0.598604, 0.632112 avg loss, 0.000010 rate, 1.116100 seconds, 754368 images, 0.097858 hours left\n",
            "Loaded: 0.000063 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.866019), count: 2, class_loss = 0.036548, iou_loss = 0.003044, total_loss = 0.039593 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.804164), count: 162, class_loss = 0.639854, iou_loss = 0.427441, total_loss = 1.067294 \n",
            " total_bbox = 3905606, rewritten_bbox = 0.034566 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.876514), count: 1, class_loss = 0.000137, iou_loss = 0.000989, total_loss = 0.001125 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.796529), count: 149, class_loss = 0.824903, iou_loss = 0.472496, total_loss = 1.297399 \n",
            " total_bbox = 3905756, rewritten_bbox = 0.034564 % \n",
            "\n",
            " 11788: 0.601353, 0.629036 avg loss, 0.000010 rate, 1.125146 seconds, 754432 images, 0.097540 hours left\n",
            "Loaded: 0.000205 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.000051, iou_loss = 0.000000, total_loss = 0.000051 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.805773), count: 171, class_loss = 0.694683, iou_loss = 0.484873, total_loss = 1.179556 \n",
            " total_bbox = 3905927, rewritten_bbox = 0.034563 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.619620), count: 1, class_loss = 0.000201, iou_loss = 0.010620, total_loss = 0.010821 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.809049), count: 160, class_loss = 0.963263, iou_loss = 0.440993, total_loss = 1.404257 \n",
            " total_bbox = 3906088, rewritten_bbox = 0.034561 % \n",
            "\n",
            " 11789: 0.648671, 0.630999 avg loss, 0.000010 rate, 1.153783 seconds, 754496 images, 0.097227 hours left\n",
            "Loaded: 0.000080 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.839879), count: 1, class_loss = 0.017191, iou_loss = 0.001483, total_loss = 0.018674 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.794583), count: 157, class_loss = 0.739272, iou_loss = 0.510236, total_loss = 1.249507 \n",
            " total_bbox = 3906246, rewritten_bbox = 0.034560 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.381883), count: 1, class_loss = 0.011203, iou_loss = 0.013484, total_loss = 0.024687 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.799224), count: 158, class_loss = 0.656158, iou_loss = 0.494704, total_loss = 1.150862 \n",
            " total_bbox = 3906405, rewritten_bbox = 0.034559 % \n",
            "\n",
            " 11790: 0.610932, 0.628993 avg loss, 0.000010 rate, 1.107154 seconds, 754560 images, 0.096931 hours left\n",
            "Loaded: 0.000091 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.736959), count: 2, class_loss = 0.008236, iou_loss = 0.017602, total_loss = 0.025837 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.804023), count: 171, class_loss = 0.642324, iou_loss = 0.479149, total_loss = 1.121473 \n",
            " total_bbox = 3906578, rewritten_bbox = 0.034557 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.746239), count: 2, class_loss = 0.048934, iou_loss = 0.008675, total_loss = 0.057610 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.811053), count: 152, class_loss = 0.832943, iou_loss = 0.444812, total_loss = 1.277756 \n",
            " total_bbox = 3906732, rewritten_bbox = 0.034556 % \n",
            "\n",
            " 11791: 0.620669, 0.628160 avg loss, 0.000010 rate, 1.108376 seconds, 754624 images, 0.096608 hours left\n",
            "Loaded: 0.000067 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.755084), count: 3, class_loss = 0.038602, iou_loss = 0.012129, total_loss = 0.050731 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.809460), count: 167, class_loss = 0.998721, iou_loss = 0.467635, total_loss = 1.466356 \n",
            " total_bbox = 3906902, rewritten_bbox = 0.034554 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.631097), count: 2, class_loss = 0.065864, iou_loss = 0.019860, total_loss = 0.085724 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.806621), count: 161, class_loss = 0.537184, iou_loss = 0.433966, total_loss = 0.971150 \n",
            " total_bbox = 3907065, rewritten_bbox = 0.034553 % \n",
            "\n",
            " 11792: 0.643490, 0.629693 avg loss, 0.000010 rate, 1.134767 seconds, 754688 images, 0.096285 hours left\n",
            "Loaded: 0.000057 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.829137), count: 2, class_loss = 0.001744, iou_loss = 0.003141, total_loss = 0.004885 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.808693), count: 151, class_loss = 0.567104, iou_loss = 0.367360, total_loss = 0.934463 \n",
            " total_bbox = 3907218, rewritten_bbox = 0.034551 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.000014, iou_loss = 0.000000, total_loss = 0.000014 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.805711), count: 174, class_loss = 0.700292, iou_loss = 0.495092, total_loss = 1.195384 \n",
            " total_bbox = 3907392, rewritten_bbox = 0.034550 % \n",
            "\n",
            " 11793: 0.533687, 0.620093 avg loss, 0.000010 rate, 1.147934 seconds, 754752 images, 0.095978 hours left\n",
            "Loaded: 0.000074 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.795516), count: 1, class_loss = 0.002977, iou_loss = 0.003119, total_loss = 0.006096 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.789364), count: 168, class_loss = 0.903945, iou_loss = 0.589402, total_loss = 1.493347 \n",
            " total_bbox = 3907561, rewritten_bbox = 0.034548 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.606845), count: 1, class_loss = 0.089907, iou_loss = 0.019544, total_loss = 0.109451 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.802722), count: 166, class_loss = 0.762015, iou_loss = 0.489220, total_loss = 1.251235 \n",
            " total_bbox = 3907728, rewritten_bbox = 0.034547 % \n",
            "\n",
            " 11794: 0.715032, 0.629586 avg loss, 0.000010 rate, 1.142243 seconds, 754816 images, 0.095678 hours left\n",
            "Loaded: 0.000084 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.790622), count: 2, class_loss = 0.026804, iou_loss = 0.006983, total_loss = 0.033786 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.807033), count: 156, class_loss = 0.523977, iou_loss = 0.385793, total_loss = 0.909770 \n",
            " total_bbox = 3907886, rewritten_bbox = 0.034546 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.000014, iou_loss = 0.000000, total_loss = 0.000014 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.790639), count: 167, class_loss = 1.001052, iou_loss = 0.790020, total_loss = 1.791072 \n",
            " total_bbox = 3908053, rewritten_bbox = 0.034544 % \n",
            "\n",
            " 11795: 0.683661, 0.634994 avg loss, 0.000010 rate, 1.149228 seconds, 754880 images, 0.095375 hours left\n",
            "Loaded: 0.000124 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.000125, iou_loss = 0.000000, total_loss = 0.000125 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.803911), count: 160, class_loss = 0.693639, iou_loss = 0.458405, total_loss = 1.152044 \n",
            " total_bbox = 3908213, rewritten_bbox = 0.034543 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.797713), count: 2, class_loss = 0.034114, iou_loss = 0.005952, total_loss = 0.040067 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.796092), count: 144, class_loss = 0.619567, iou_loss = 0.490996, total_loss = 1.110563 \n",
            " total_bbox = 3908359, rewritten_bbox = 0.034541 % \n",
            "\n",
            " 11796: 0.575700, 0.629065 avg loss, 0.000010 rate, 1.133603 seconds, 754944 images, 0.095076 hours left\n",
            "Loaded: 0.000075 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.002941, iou_loss = 0.000000, total_loss = 0.002941 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.810185), count: 169, class_loss = 0.514913, iou_loss = 0.443966, total_loss = 0.958879 \n",
            " total_bbox = 3908528, rewritten_bbox = 0.034540 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.773223), count: 1, class_loss = 0.000021, iou_loss = 0.004440, total_loss = 0.004461 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.816422), count: 166, class_loss = 0.817326, iou_loss = 0.415034, total_loss = 1.232360 \n",
            " total_bbox = 3908695, rewritten_bbox = 0.034538 % \n",
            "\n",
            " 11797: 0.549660, 0.621124 avg loss, 0.000010 rate, 1.141695 seconds, 755008 images, 0.094768 hours left\n",
            "Loaded: 0.000068 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.620643), count: 1, class_loss = 0.004359, iou_loss = 0.005932, total_loss = 0.010290 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.788560), count: 172, class_loss = 0.844738, iou_loss = 0.602300, total_loss = 1.447038 \n",
            " total_bbox = 3908868, rewritten_bbox = 0.034537 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.023711, iou_loss = 0.000000, total_loss = 0.023711 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.805036), count: 162, class_loss = 0.554134, iou_loss = 0.422662, total_loss = 0.976796 \n",
            " total_bbox = 3909030, rewritten_bbox = 0.034535 % \n",
            "\n",
            " 11798: 0.614459, 0.620458 avg loss, 0.000010 rate, 1.123590 seconds, 755072 images, 0.094464 hours left\n",
            "Loaded: 0.000092 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.673467), count: 2, class_loss = 0.016904, iou_loss = 0.014996, total_loss = 0.031900 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.795042), count: 168, class_loss = 0.507136, iou_loss = 0.532423, total_loss = 1.039558 \n",
            " total_bbox = 3909200, rewritten_bbox = 0.034534 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.684393), count: 1, class_loss = 0.000238, iou_loss = 0.005318, total_loss = 0.005557 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.798168), count: 177, class_loss = 0.779774, iou_loss = 0.540241, total_loss = 1.320015 \n",
            " total_bbox = 3909378, rewritten_bbox = 0.034532 % \n",
            "\n",
            " 11799: 0.599257, 0.618338 avg loss, 0.000010 rate, 1.152022 seconds, 755136 images, 0.094150 hours left\n",
            "Loaded: 0.000074 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.804882), count: 1, class_loss = 0.000025, iou_loss = 0.003147, total_loss = 0.003172 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.795860), count: 170, class_loss = 0.701187, iou_loss = 0.554234, total_loss = 1.255421 \n",
            " total_bbox = 3909549, rewritten_bbox = 0.034531 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.702633), count: 2, class_loss = 0.020837, iou_loss = 0.014112, total_loss = 0.034949 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.817844), count: 156, class_loss = 0.593027, iou_loss = 0.354730, total_loss = 0.947757 \n",
            " total_bbox = 3909707, rewritten_bbox = 0.034529 % \n",
            "\n",
            " 11800: 0.560325, 0.612536 avg loss, 0.000010 rate, 1.122334 seconds, 755200 images, 0.093851 hours left\n",
            "Saving weights to /mydrive/modelbackup//yolov3-tiny-custom_last.weights\n",
            "Loaded: 0.000074 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.007500, iou_loss = 0.000000, total_loss = 0.007500 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.796982), count: 174, class_loss = 0.760987, iou_loss = 0.593196, total_loss = 1.354183 \n",
            " total_bbox = 3909881, rewritten_bbox = 0.034528 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.002038, iou_loss = 0.000000, total_loss = 0.002038 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.798864), count: 153, class_loss = 0.896349, iou_loss = 0.427122, total_loss = 1.323472 \n",
            " total_bbox = 3910034, rewritten_bbox = 0.034527 % \n",
            "\n",
            " 11801: 0.671798, 0.618463 avg loss, 0.000010 rate, 0.837283 seconds, 755264 images, 0.093536 hours left\n",
            "Loaded: 0.225194 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.690234), count: 1, class_loss = 0.040515, iou_loss = 0.005561, total_loss = 0.046077 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.806893), count: 151, class_loss = 0.622316, iou_loss = 0.389035, total_loss = 1.011351 \n",
            " total_bbox = 3910186, rewritten_bbox = 0.034525 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.712039), count: 4, class_loss = 0.009247, iou_loss = 0.024760, total_loss = 0.034007 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.784733), count: 154, class_loss = 0.650098, iou_loss = 0.532913, total_loss = 1.183012 \n",
            " total_bbox = 3910344, rewritten_bbox = 0.034524 % \n",
            "\n",
            " 11802: 0.568611, 0.613477 avg loss, 0.000010 rate, 0.961541 seconds, 755328 images, 0.093064 hours left\n",
            "Loaded: 0.018130 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.556747), count: 1, class_loss = 0.000192, iou_loss = 0.011388, total_loss = 0.011580 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.792579), count: 153, class_loss = 0.694073, iou_loss = 0.459115, total_loss = 1.153188 \n",
            " total_bbox = 3910498, rewritten_bbox = 0.034522 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.367030), count: 1, class_loss = 0.023691, iou_loss = 0.020344, total_loss = 0.044035 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.787167), count: 168, class_loss = 1.137532, iou_loss = 0.630733, total_loss = 1.768265 \n",
            " total_bbox = 3910667, rewritten_bbox = 0.034521 % \n",
            "\n",
            " 11803: 0.744267, 0.626556 avg loss, 0.000010 rate, 1.087135 seconds, 755392 images, 0.092786 hours left\n",
            "Loaded: 0.000067 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.000124, iou_loss = 0.000000, total_loss = 0.000124 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.810447), count: 162, class_loss = 0.822066, iou_loss = 0.390838, total_loss = 1.212904 \n",
            " total_bbox = 3910829, rewritten_bbox = 0.034520 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.427593), count: 1, class_loss = 0.011055, iou_loss = 0.043420, total_loss = 0.054475 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.799353), count: 160, class_loss = 0.900258, iou_loss = 0.500305, total_loss = 1.400563 \n",
            " total_bbox = 3910990, rewritten_bbox = 0.034518 % \n",
            "\n",
            " 11804: 0.667017, 0.630602 avg loss, 0.000010 rate, 1.133903 seconds, 755456 images, 0.092463 hours left\n",
            "Loaded: 0.000092 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.758409), count: 2, class_loss = 0.002159, iou_loss = 0.007608, total_loss = 0.009766 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.800816), count: 153, class_loss = 0.559736, iou_loss = 0.411361, total_loss = 0.971097 \n",
            " total_bbox = 3911145, rewritten_bbox = 0.034517 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.013291, iou_loss = 0.000000, total_loss = 0.013291 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.796564), count: 169, class_loss = 0.917565, iou_loss = 0.544405, total_loss = 1.461970 \n",
            " total_bbox = 3911314, rewritten_bbox = 0.034515 % \n",
            "\n",
            " 11805: 0.614031, 0.628945 avg loss, 0.000010 rate, 1.132991 seconds, 755520 images, 0.092156 hours left\n",
            "Loaded: 0.000085 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.671207), count: 2, class_loss = 0.005444, iou_loss = 0.007621, total_loss = 0.013065 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.803741), count: 171, class_loss = 0.686002, iou_loss = 0.459943, total_loss = 1.145945 \n",
            " total_bbox = 3911487, rewritten_bbox = 0.034514 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.817045), count: 1, class_loss = 0.000241, iou_loss = 0.001983, total_loss = 0.002223 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.811753), count: 163, class_loss = 0.453397, iou_loss = 0.426726, total_loss = 0.880123 \n",
            " total_bbox = 3911651, rewritten_bbox = 0.034512 % \n",
            "\n",
            " 11806: 0.510339, 0.617085 avg loss, 0.000010 rate, 1.179965 seconds, 755584 images, 0.091848 hours left\n",
            "Loaded: 0.048962 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.748367), count: 1, class_loss = 0.001100, iou_loss = 0.002457, total_loss = 0.003557 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.788343), count: 157, class_loss = 0.766182, iou_loss = 0.498636, total_loss = 1.264818 \n",
            " total_bbox = 3911809, rewritten_bbox = 0.034511 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.680631), count: 5, class_loss = 0.032541, iou_loss = 0.025852, total_loss = 0.058393 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.799524), count: 167, class_loss = 0.777230, iou_loss = 0.504536, total_loss = 1.281766 \n",
            " total_bbox = 3911981, rewritten_bbox = 0.034509 % \n",
            "\n",
            " 11807: 0.652133, 0.620590 avg loss, 0.000010 rate, 1.055234 seconds, 755648 images, 0.091565 hours left\n",
            "Loaded: 0.000105 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.671876), count: 3, class_loss = 0.055730, iou_loss = 0.038827, total_loss = 0.094556 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.807214), count: 188, class_loss = 0.848119, iou_loss = 0.549875, total_loss = 1.397995 \n",
            " total_bbox = 3912172, rewritten_bbox = 0.034508 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.664495), count: 6, class_loss = 0.108652, iou_loss = 0.062725, total_loss = 0.171377 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.790287), count: 164, class_loss = 0.886838, iou_loss = 0.600168, total_loss = 1.487006 \n",
            " total_bbox = 3912342, rewritten_bbox = 0.034506 % \n",
            "\n",
            " 11808: 0.787734, 0.637304 avg loss, 0.000010 rate, 1.138253 seconds, 755712 images, 0.091242 hours left\n",
            "Loaded: 0.000093 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.767221), count: 1, class_loss = 0.009598, iou_loss = 0.002995, total_loss = 0.012593 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.810586), count: 179, class_loss = 0.546204, iou_loss = 0.506784, total_loss = 1.052988 \n",
            " total_bbox = 3912522, rewritten_bbox = 0.034505 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.597909), count: 1, class_loss = 0.035482, iou_loss = 0.012550, total_loss = 0.048032 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.796423), count: 169, class_loss = 0.795990, iou_loss = 0.490971, total_loss = 1.286962 \n",
            " total_bbox = 3912692, rewritten_bbox = 0.034503 % \n",
            "\n",
            " 11809: 0.600144, 0.633588 avg loss, 0.000010 rate, 1.142619 seconds, 755776 images, 0.090937 hours left\n",
            "Loaded: 0.000107 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.638095), count: 2, class_loss = 0.020236, iou_loss = 0.017466, total_loss = 0.037702 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.794396), count: 174, class_loss = 0.754761, iou_loss = 0.565120, total_loss = 1.319881 \n",
            " total_bbox = 3912868, rewritten_bbox = 0.034502 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.002733, iou_loss = 0.000000, total_loss = 0.002733 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.801844), count: 166, class_loss = 0.582027, iou_loss = 0.480257, total_loss = 1.062284 \n",
            " total_bbox = 3913034, rewritten_bbox = 0.034500 % \n",
            "\n",
            " 11810: 0.605650, 0.630794 avg loss, 0.000010 rate, 1.128467 seconds, 755840 images, 0.090633 hours left\n",
            "Loaded: 0.000064 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.004197, iou_loss = 0.000000, total_loss = 0.004197 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.803411), count: 159, class_loss = 0.641754, iou_loss = 0.428079, total_loss = 1.069833 \n",
            " total_bbox = 3913193, rewritten_bbox = 0.034499 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.840577), count: 1, class_loss = 0.000030, iou_loss = 0.001847, total_loss = 0.001877 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.809547), count: 159, class_loss = 0.910322, iou_loss = 0.430133, total_loss = 1.340455 \n",
            " total_bbox = 3913353, rewritten_bbox = 0.034497 % \n",
            "\n",
            " 11811: 0.604090, 0.628124 avg loss, 0.000010 rate, 1.137111 seconds, 755904 images, 0.090323 hours left\n",
            "Loaded: 0.000088 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.681716), count: 4, class_loss = 0.029143, iou_loss = 0.032577, total_loss = 0.061720 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.815053), count: 174, class_loss = 0.534196, iou_loss = 0.398803, total_loss = 0.932999 \n",
            " total_bbox = 3913531, rewritten_bbox = 0.034496 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.000046, iou_loss = 0.000000, total_loss = 0.000046 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.806663), count: 169, class_loss = 0.752183, iou_loss = 0.428369, total_loss = 1.180552 \n",
            " total_bbox = 3913700, rewritten_bbox = 0.034494 % \n",
            "\n",
            " 11812: 0.543829, 0.619694 avg loss, 0.000010 rate, 1.122012 seconds, 755968 images, 0.090017 hours left\n",
            "Loaded: 0.000085 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.001008, iou_loss = 0.000000, total_loss = 0.001008 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.805041), count: 163, class_loss = 0.645129, iou_loss = 0.413113, total_loss = 1.058243 \n",
            " total_bbox = 3913863, rewritten_bbox = 0.034493 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.754761), count: 3, class_loss = 0.018626, iou_loss = 0.009605, total_loss = 0.028230 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.797668), count: 179, class_loss = 0.615262, iou_loss = 0.528374, total_loss = 1.143637 \n",
            " total_bbox = 3914045, rewritten_bbox = 0.034491 % \n",
            "\n",
            " 11813: 0.557780, 0.613503 avg loss, 0.000010 rate, 1.136447 seconds, 756032 images, 0.089702 hours left\n",
            "Loaded: 0.000081 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.691242), count: 2, class_loss = 0.032962, iou_loss = 0.006711, total_loss = 0.039673 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.808223), count: 171, class_loss = 0.699880, iou_loss = 0.455347, total_loss = 1.155227 \n",
            " total_bbox = 3914218, rewritten_bbox = 0.034490 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.784870), count: 2, class_loss = 0.000221, iou_loss = 0.005675, total_loss = 0.005897 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.801013), count: 150, class_loss = 0.606609, iou_loss = 0.430992, total_loss = 1.037601 \n",
            " total_bbox = 3914370, rewritten_bbox = 0.034488 % \n",
            "\n",
            " 11814: 0.559600, 0.608113 avg loss, 0.000010 rate, 1.121603 seconds, 756096 images, 0.089396 hours left\n",
            "Loaded: 0.000093 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.733460), count: 1, class_loss = 0.002538, iou_loss = 0.006754, total_loss = 0.009292 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.794835), count: 168, class_loss = 0.838874, iou_loss = 0.498108, total_loss = 1.336981 \n",
            " total_bbox = 3914539, rewritten_bbox = 0.034487 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.574226), count: 2, class_loss = 0.030677, iou_loss = 0.028346, total_loss = 0.059023 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.790119), count: 156, class_loss = 0.460987, iou_loss = 0.521390, total_loss = 0.982377 \n",
            " total_bbox = 3914697, rewritten_bbox = 0.034511 % \n",
            "\n",
            " 11815: 0.596918, 0.606993 avg loss, 0.000010 rate, 1.108068 seconds, 756160 images, 0.089081 hours left\n",
            "Loaded: 0.000105 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.715446), count: 3, class_loss = 0.043611, iou_loss = 0.007977, total_loss = 0.051589 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.792769), count: 152, class_loss = 0.711760, iou_loss = 0.526643, total_loss = 1.238404 \n",
            " total_bbox = 3914852, rewritten_bbox = 0.034510 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.755192), count: 1, class_loss = 0.041327, iou_loss = 0.004405, total_loss = 0.045732 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.797016), count: 163, class_loss = 0.810904, iou_loss = 0.445005, total_loss = 1.255909 \n",
            " total_bbox = 3915016, rewritten_bbox = 0.034508 % \n",
            "\n",
            " 11816: 0.647908, 0.611085 avg loss, 0.000010 rate, 1.127810 seconds, 756224 images, 0.088760 hours left\n",
            "Loaded: 0.000086 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.003711, iou_loss = 0.000000, total_loss = 0.003711 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.805038), count: 153, class_loss = 0.373152, iou_loss = 0.395169, total_loss = 0.768321 \n",
            " total_bbox = 3915169, rewritten_bbox = 0.034507 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.775302), count: 1, class_loss = 0.005551, iou_loss = 0.003459, total_loss = 0.009010 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.812248), count: 170, class_loss = 0.769265, iou_loss = 0.429973, total_loss = 1.199237 \n",
            " total_bbox = 3915340, rewritten_bbox = 0.034505 % \n",
            "\n",
            " 11817: 0.495070, 0.599483 avg loss, 0.000010 rate, 1.128394 seconds, 756288 images, 0.088449 hours left\n",
            "Loaded: 0.000083 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.743617), count: 1, class_loss = 0.009334, iou_loss = 0.004087, total_loss = 0.013421 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.808037), count: 143, class_loss = 0.471104, iou_loss = 0.345835, total_loss = 0.816939 \n",
            " total_bbox = 3915484, rewritten_bbox = 0.034504 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.000945, iou_loss = 0.000000, total_loss = 0.000945 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.801878), count: 196, class_loss = 0.780073, iou_loss = 0.517333, total_loss = 1.297406 \n",
            " total_bbox = 3915680, rewritten_bbox = 0.034502 % \n",
            "\n",
            " 11818: 0.532178, 0.592753 avg loss, 0.000010 rate, 1.180323 seconds, 756352 images, 0.088138 hours left\n",
            "Loaded: 0.000081 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.723565), count: 2, class_loss = 0.000754, iou_loss = 0.013176, total_loss = 0.013930 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.799670), count: 156, class_loss = 0.951841, iou_loss = 0.527217, total_loss = 1.479058 \n",
            " total_bbox = 3915838, rewritten_bbox = 0.034501 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.781712), count: 1, class_loss = 0.024501, iou_loss = 0.001809, total_loss = 0.026310 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.801671), count: 162, class_loss = 0.719669, iou_loss = 0.424319, total_loss = 1.143988 \n",
            " total_bbox = 3916001, rewritten_bbox = 0.034499 % \n",
            "\n",
            " 11819: 0.665821, 0.600059 avg loss, 0.000010 rate, 1.099778 seconds, 756416 images, 0.087854 hours left\n",
            "Loaded: 0.000068 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.730090), count: 1, class_loss = 0.000809, iou_loss = 0.004315, total_loss = 0.005124 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.797744), count: 155, class_loss = 0.579693, iou_loss = 0.614491, total_loss = 1.194184 \n",
            " total_bbox = 3916157, rewritten_bbox = 0.034498 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.814086), count: 1, class_loss = 0.023918, iou_loss = 0.003657, total_loss = 0.027575 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.815563), count: 155, class_loss = 0.402711, iou_loss = 0.357205, total_loss = 0.759915 \n",
            " total_bbox = 3916313, rewritten_bbox = 0.034497 % \n",
            "\n",
            " 11820: 0.496699, 0.589723 avg loss, 0.000010 rate, 1.140129 seconds, 756480 images, 0.087528 hours left\n",
            "Loaded: 0.000086 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.610427), count: 2, class_loss = 0.002976, iou_loss = 0.023327, total_loss = 0.026303 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.792716), count: 142, class_loss = 0.430480, iou_loss = 0.473606, total_loss = 0.904086 \n",
            " total_bbox = 3916457, rewritten_bbox = 0.034495 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.788185), count: 1, class_loss = 0.000650, iou_loss = 0.002478, total_loss = 0.003128 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.808833), count: 169, class_loss = 0.477681, iou_loss = 0.413144, total_loss = 0.890825 \n",
            " total_bbox = 3916627, rewritten_bbox = 0.034494 % \n",
            "\n",
            " 11821: 0.456086, 0.576360 avg loss, 0.000010 rate, 1.135384 seconds, 756544 images, 0.087223 hours left\n",
            "Loaded: 0.000097 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.632928), count: 1, class_loss = 0.009148, iou_loss = 0.013015, total_loss = 0.022163 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.787354), count: 170, class_loss = 0.925392, iou_loss = 0.660192, total_loss = 1.585584 \n",
            " total_bbox = 3916798, rewritten_bbox = 0.034492 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.704344), count: 3, class_loss = 0.011167, iou_loss = 0.020972, total_loss = 0.032139 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.812807), count: 164, class_loss = 0.582193, iou_loss = 0.404388, total_loss = 0.986581 \n",
            " total_bbox = 3916965, rewritten_bbox = 0.034491 % \n",
            "\n",
            " 11822: 0.656617, 0.584385 avg loss, 0.000010 rate, 1.127825 seconds, 756608 images, 0.086915 hours left\n",
            "Loaded: 0.000087 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.771239), count: 1, class_loss = 0.001267, iou_loss = 0.003846, total_loss = 0.005113 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.801765), count: 173, class_loss = 0.728076, iou_loss = 0.565393, total_loss = 1.293470 \n",
            " total_bbox = 3917139, rewritten_bbox = 0.034489 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.768421), count: 4, class_loss = 0.040046, iou_loss = 0.016499, total_loss = 0.056545 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.802593), count: 165, class_loss = 0.816693, iou_loss = 0.523466, total_loss = 1.340158 \n",
            " total_bbox = 3917308, rewritten_bbox = 0.034488 % \n",
            "\n",
            " 11823: 0.673821, 0.593329 avg loss, 0.000010 rate, 1.129039 seconds, 756672 images, 0.086604 hours left\n",
            "Loaded: 0.000074 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.790810), count: 2, class_loss = 0.014807, iou_loss = 0.003676, total_loss = 0.018484 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.793509), count: 160, class_loss = 0.675543, iou_loss = 0.526789, total_loss = 1.202332 \n",
            " total_bbox = 3917470, rewritten_bbox = 0.034487 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.740320), count: 1, class_loss = 0.003280, iou_loss = 0.005894, total_loss = 0.009174 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.804032), count: 178, class_loss = 0.604568, iou_loss = 0.473113, total_loss = 1.077682 \n",
            " total_bbox = 3917649, rewritten_bbox = 0.034485 % \n",
            "\n",
            " 11824: 0.576918, 0.591688 avg loss, 0.000010 rate, 1.132853 seconds, 756736 images, 0.086293 hours left\n",
            "Loaded: 0.000067 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.001197, iou_loss = 0.000000, total_loss = 0.001197 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.800153), count: 163, class_loss = 0.536962, iou_loss = 0.453815, total_loss = 0.990777 \n",
            " total_bbox = 3917812, rewritten_bbox = 0.034484 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.759591), count: 1, class_loss = 0.011475, iou_loss = 0.004363, total_loss = 0.015838 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.800012), count: 168, class_loss = 1.048455, iou_loss = 0.559151, total_loss = 1.607606 \n",
            " total_bbox = 3917981, rewritten_bbox = 0.034508 % \n",
            "\n",
            " 11825: 0.653854, 0.597905 avg loss, 0.000010 rate, 1.164194 seconds, 756800 images, 0.085984 hours left\n",
            "Loaded: 0.000078 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.771605), count: 4, class_loss = 0.093028, iou_loss = 0.021332, total_loss = 0.114360 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.792196), count: 175, class_loss = 1.190412, iou_loss = 0.586290, total_loss = 1.776702 \n",
            " total_bbox = 3918160, rewritten_bbox = 0.034506 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.000623, iou_loss = 0.000000, total_loss = 0.000623 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.807997), count: 180, class_loss = 0.584374, iou_loss = 0.468504, total_loss = 1.052877 \n",
            " total_bbox = 3918340, rewritten_bbox = 0.034504 % \n",
            "\n",
            " 11826: 0.736140, 0.611728 avg loss, 0.000010 rate, 1.125072 seconds, 756864 images, 0.085690 hours left\n",
            "Loaded: 0.000085 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.878640), count: 1, class_loss = 0.010091, iou_loss = 0.000440, total_loss = 0.010532 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.813201), count: 160, class_loss = 0.560598, iou_loss = 0.355058, total_loss = 0.915656 \n",
            " total_bbox = 3918501, rewritten_bbox = 0.034503 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.752005), count: 1, class_loss = 0.014880, iou_loss = 0.003970, total_loss = 0.018850 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.814020), count: 135, class_loss = 0.459459, iou_loss = 0.364394, total_loss = 0.823853 \n",
            " total_bbox = 3918637, rewritten_bbox = 0.034502 % \n",
            "\n",
            " 11827: 0.442223, 0.594778 avg loss, 0.000010 rate, 1.130116 seconds, 756928 images, 0.085377 hours left\n",
            "Loaded: 0.000081 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.644599), count: 4, class_loss = 0.027659, iou_loss = 0.029370, total_loss = 0.057029 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.801420), count: 161, class_loss = 0.600034, iou_loss = 0.553456, total_loss = 1.153489 \n",
            " total_bbox = 3918802, rewritten_bbox = 0.034500 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.674505), count: 2, class_loss = 0.016557, iou_loss = 0.016033, total_loss = 0.032589 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.806927), count: 161, class_loss = 0.568915, iou_loss = 0.430849, total_loss = 0.999764 \n",
            " total_bbox = 3918965, rewritten_bbox = 0.034499 % \n",
            "\n",
            " 11828: 0.560718, 0.591372 avg loss, 0.000010 rate, 1.118556 seconds, 756992 images, 0.085066 hours left\n",
            "Loaded: 0.000082 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.000009, iou_loss = 0.000000, total_loss = 0.000009 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.808630), count: 166, class_loss = 0.603537, iou_loss = 0.419206, total_loss = 1.022743 \n",
            " total_bbox = 3919131, rewritten_bbox = 0.034497 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.817217), count: 1, class_loss = 0.002147, iou_loss = 0.005090, total_loss = 0.007237 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.811544), count: 168, class_loss = 0.663322, iou_loss = 0.445568, total_loss = 1.108890 \n",
            " total_bbox = 3919300, rewritten_bbox = 0.034496 % \n",
            "\n",
            " 11829: 0.534720, 0.585706 avg loss, 0.000010 rate, 1.140328 seconds, 757056 images, 0.084750 hours left\n",
            "Loaded: 0.000085 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.734139), count: 3, class_loss = 0.042805, iou_loss = 0.021668, total_loss = 0.064473 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.799601), count: 153, class_loss = 0.607061, iou_loss = 0.440613, total_loss = 1.047674 \n",
            " total_bbox = 3919455, rewritten_bbox = 0.034495 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.000019, iou_loss = 0.000000, total_loss = 0.000019 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.821651), count: 168, class_loss = 0.671357, iou_loss = 0.377325, total_loss = 1.048682 \n",
            " total_bbox = 3919623, rewritten_bbox = 0.034493 % \n",
            "\n",
            " 11830: 0.540212, 0.581157 avg loss, 0.000010 rate, 1.151049 seconds, 757120 images, 0.084444 hours left\n",
            "Loaded: 0.000083 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.693989), count: 1, class_loss = 0.008351, iou_loss = 0.006185, total_loss = 0.014536 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.797470), count: 156, class_loss = 0.520905, iou_loss = 0.471953, total_loss = 0.992858 \n",
            " total_bbox = 3919780, rewritten_bbox = 0.034492 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.009929, iou_loss = 0.000000, total_loss = 0.009929 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.788740), count: 177, class_loss = 0.791865, iou_loss = 0.570754, total_loss = 1.362619 \n",
            " total_bbox = 3919957, rewritten_bbox = 0.034490 % \n",
            "\n",
            " 11831: 0.594986, 0.582540 avg loss, 0.000010 rate, 1.167875 seconds, 757184 images, 0.084143 hours left\n",
            "Loaded: 0.000088 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.663319), count: 3, class_loss = 0.024969, iou_loss = 0.021517, total_loss = 0.046486 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.784036), count: 165, class_loss = 0.890431, iou_loss = 0.672159, total_loss = 1.562590 \n",
            " total_bbox = 3920125, rewritten_bbox = 0.034489 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.747847), count: 2, class_loss = 0.107305, iou_loss = 0.018001, total_loss = 0.125306 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.809668), count: 173, class_loss = 0.688803, iou_loss = 0.493996, total_loss = 1.182799 \n",
            " total_bbox = 3920300, rewritten_bbox = 0.034487 % \n",
            "\n",
            " 11832: 0.729295, 0.597215 avg loss, 0.000010 rate, 1.134785 seconds, 757248 images, 0.083850 hours left\n",
            "Loaded: 0.000108 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.713111), count: 4, class_loss = 0.059085, iou_loss = 0.027468, total_loss = 0.086554 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.795486), count: 173, class_loss = 0.912241, iou_loss = 0.549396, total_loss = 1.461637 \n",
            " total_bbox = 3920477, rewritten_bbox = 0.034486 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.704014), count: 2, class_loss = 0.016169, iou_loss = 0.020093, total_loss = 0.036262 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.814979), count: 165, class_loss = 0.440235, iou_loss = 0.399947, total_loss = 0.840181 \n",
            " total_bbox = 3920644, rewritten_bbox = 0.034484 % \n",
            "\n",
            " 11833: 0.606158, 0.598110 avg loss, 0.000010 rate, 1.134014 seconds, 757312 images, 0.083541 hours left\n",
            "Loaded: 0.000100 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.000114, iou_loss = 0.000000, total_loss = 0.000114 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.783932), count: 153, class_loss = 0.778810, iou_loss = 0.550154, total_loss = 1.328964 \n",
            " total_bbox = 3920797, rewritten_bbox = 0.034483 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.000446, iou_loss = 0.000000, total_loss = 0.000446 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.807625), count: 151, class_loss = 0.652411, iou_loss = 0.371352, total_loss = 1.023763 \n",
            " total_bbox = 3920948, rewritten_bbox = 0.034481 % \n",
            "\n",
            " 11834: 0.588322, 0.597131 avg loss, 0.000010 rate, 1.109075 seconds, 757376 images, 0.083232 hours left\n",
            "Loaded: 0.000055 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.000119, iou_loss = 0.000000, total_loss = 0.000119 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.795526), count: 181, class_loss = 0.764993, iou_loss = 0.536366, total_loss = 1.301359 \n",
            " total_bbox = 3921129, rewritten_bbox = 0.034480 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.758922), count: 1, class_loss = 0.011790, iou_loss = 0.003713, total_loss = 0.015503 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.793174), count: 156, class_loss = 0.529460, iou_loss = 0.476978, total_loss = 1.006437 \n",
            " total_bbox = 3921286, rewritten_bbox = 0.034478 % \n",
            "\n",
            " 11835: 0.580855, 0.595503 avg loss, 0.000010 rate, 1.105402 seconds, 757440 images, 0.082911 hours left\n",
            "Loaded: 0.000064 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.518156), count: 1, class_loss = 0.032357, iou_loss = 0.026300, total_loss = 0.058658 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.800193), count: 139, class_loss = 0.950322, iou_loss = 0.409514, total_loss = 1.359836 \n",
            " total_bbox = 3921426, rewritten_bbox = 0.034503 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.741077), count: 4, class_loss = 0.102693, iou_loss = 0.014907, total_loss = 0.117600 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.810067), count: 175, class_loss = 0.772678, iou_loss = 0.477249, total_loss = 1.249927 \n",
            " total_bbox = 3921605, rewritten_bbox = 0.034501 % \n",
            "\n",
            " 11836: 0.696505, 0.605604 avg loss, 0.000010 rate, 1.104449 seconds, 757504 images, 0.082589 hours left\n",
            "Loaded: 0.000098 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.000032, iou_loss = 0.000000, total_loss = 0.000032 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.808345), count: 162, class_loss = 0.611698, iou_loss = 0.426866, total_loss = 1.038564 \n",
            " total_bbox = 3921767, rewritten_bbox = 0.034500 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.716197), count: 4, class_loss = 0.075030, iou_loss = 0.044638, total_loss = 0.119668 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.824291), count: 147, class_loss = 0.618333, iou_loss = 0.334478, total_loss = 0.952811 \n",
            " total_bbox = 3921918, rewritten_bbox = 0.034498 % \n",
            "\n",
            " 11837: 0.527769, 0.597820 avg loss, 0.000010 rate, 1.131648 seconds, 757568 images, 0.082266 hours left\n",
            "Loaded: 0.000066 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.777934), count: 2, class_loss = 0.013832, iou_loss = 0.006145, total_loss = 0.019977 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.796314), count: 164, class_loss = 0.816351, iou_loss = 0.574254, total_loss = 1.390605 \n",
            " total_bbox = 3922084, rewritten_bbox = 0.034497 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.009708, iou_loss = 0.000000, total_loss = 0.009708 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.804690), count: 161, class_loss = 0.796609, iou_loss = 0.445213, total_loss = 1.241822 \n",
            " total_bbox = 3922245, rewritten_bbox = 0.034496 % \n",
            "\n",
            " 11838: 0.665528, 0.604591 avg loss, 0.000010 rate, 1.130939 seconds, 757632 images, 0.081956 hours left\n",
            "Loaded: 0.000054 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.647887), count: 1, class_loss = 0.000019, iou_loss = 0.009609, total_loss = 0.009627 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.803037), count: 152, class_loss = 0.676840, iou_loss = 0.412951, total_loss = 1.089790 \n",
            " total_bbox = 3922398, rewritten_bbox = 0.034494 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.799341), count: 1, class_loss = 0.023393, iou_loss = 0.003567, total_loss = 0.026960 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.799683), count: 140, class_loss = 0.800576, iou_loss = 0.461187, total_loss = 1.261762 \n",
            " total_bbox = 3922539, rewritten_bbox = 0.034493 % \n",
            "\n",
            " 11839: 0.597035, 0.603835 avg loss, 0.000010 rate, 1.143609 seconds, 757696 images, 0.081645 hours left\n",
            "Loaded: 0.000070 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.849743), count: 1, class_loss = 0.000932, iou_loss = 0.001661, total_loss = 0.002594 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.786802), count: 182, class_loss = 0.994513, iou_loss = 0.669845, total_loss = 1.664358 \n",
            " total_bbox = 3922722, rewritten_bbox = 0.034491 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.004563, iou_loss = 0.000000, total_loss = 0.004563 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.788039), count: 145, class_loss = 0.765697, iou_loss = 0.502781, total_loss = 1.268477 \n",
            " total_bbox = 3922867, rewritten_bbox = 0.034490 % \n",
            "\n",
            " 11840: 0.734998, 0.616951 avg loss, 0.000010 rate, 1.144987 seconds, 757760 images, 0.081340 hours left\n",
            "Loaded: 0.000043 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.874953), count: 1, class_loss = 0.002711, iou_loss = 0.000792, total_loss = 0.003503 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.802147), count: 157, class_loss = 0.652583, iou_loss = 0.473815, total_loss = 1.126397 \n",
            " total_bbox = 3923025, rewritten_bbox = 0.034489 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.725858), count: 5, class_loss = 0.078949, iou_loss = 0.026490, total_loss = 0.105439 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.808813), count: 163, class_loss = 0.700307, iou_loss = 0.411764, total_loss = 1.112070 \n",
            " total_bbox = 3923193, rewritten_bbox = 0.034487 % \n",
            "\n",
            " 11841: 0.586853, 0.613942 avg loss, 0.000010 rate, 1.116648 seconds, 757824 images, 0.081036 hours left\n",
            "Loaded: 0.000101 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.598737), count: 1, class_loss = 0.039684, iou_loss = 0.013389, total_loss = 0.053072 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.804002), count: 172, class_loss = 0.704981, iou_loss = 0.513834, total_loss = 1.218816 \n",
            " total_bbox = 3923366, rewritten_bbox = 0.034486 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.756030), count: 2, class_loss = 0.029710, iou_loss = 0.007650, total_loss = 0.037360 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.799574), count: 177, class_loss = 0.804260, iou_loss = 0.558539, total_loss = 1.362799 \n",
            " total_bbox = 3923545, rewritten_bbox = 0.034484 % \n",
            "\n",
            " 11842: 0.668012, 0.619349 avg loss, 0.000010 rate, 1.149340 seconds, 757888 images, 0.080719 hours left\n",
            "Loaded: 0.000083 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.002332, iou_loss = 0.000000, total_loss = 0.002332 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.808560), count: 150, class_loss = 0.437039, iou_loss = 0.353148, total_loss = 0.790188 \n",
            " total_bbox = 3923695, rewritten_bbox = 0.034483 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.584806), count: 1, class_loss = 0.018136, iou_loss = 0.006752, total_loss = 0.024888 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.805746), count: 170, class_loss = 0.738206, iou_loss = 0.408180, total_loss = 1.146386 \n",
            " total_bbox = 3923866, rewritten_bbox = 0.034481 % \n",
            "\n",
            " 11843: 0.490948, 0.606509 avg loss, 0.000010 rate, 1.130265 seconds, 757952 images, 0.080416 hours left\n",
            "Loaded: 0.000070 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.001223, iou_loss = 0.000000, total_loss = 0.001223 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.798388), count: 162, class_loss = 0.597023, iou_loss = 0.461162, total_loss = 1.058185 \n",
            " total_bbox = 3924028, rewritten_bbox = 0.034480 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.630768), count: 1, class_loss = 0.014936, iou_loss = 0.011617, total_loss = 0.026553 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.794265), count: 161, class_loss = 0.843737, iou_loss = 0.521087, total_loss = 1.364823 \n",
            " total_bbox = 3924190, rewritten_bbox = 0.034478 % \n",
            "\n",
            " 11844: 0.612696, 0.607127 avg loss, 0.000010 rate, 1.143490 seconds, 758016 images, 0.080105 hours left\n",
            "Loaded: 0.000077 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.432118), count: 1, class_loss = 0.024289, iou_loss = 0.015048, total_loss = 0.039337 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.809958), count: 161, class_loss = 0.644795, iou_loss = 0.391977, total_loss = 1.036772 \n",
            " total_bbox = 3924352, rewritten_bbox = 0.034477 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.001604, iou_loss = 0.000000, total_loss = 0.001604 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.797320), count: 151, class_loss = 0.479474, iou_loss = 0.414284, total_loss = 0.893758 \n",
            " total_bbox = 3924503, rewritten_bbox = 0.034476 % \n",
            "\n",
            " 11845: 0.492867, 0.595701 avg loss, 0.000010 rate, 1.143250 seconds, 758080 images, 0.079799 hours left\n",
            "Loaded: 0.000072 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.663689), count: 1, class_loss = 0.005718, iou_loss = 0.007061, total_loss = 0.012779 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.794855), count: 165, class_loss = 0.817514, iou_loss = 0.488275, total_loss = 1.305789 \n",
            " total_bbox = 3924669, rewritten_bbox = 0.034474 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.000026, iou_loss = 0.000000, total_loss = 0.000026 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.816235), count: 169, class_loss = 0.539356, iou_loss = 0.389264, total_loss = 0.928620 \n",
            " total_bbox = 3924838, rewritten_bbox = 0.034473 % \n",
            "\n",
            " 11846: 0.561804, 0.592312 avg loss, 0.000010 rate, 1.128464 seconds, 758144 images, 0.079494 hours left\n",
            "Loaded: 0.000078 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.000025, iou_loss = 0.000000, total_loss = 0.000025 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.805618), count: 159, class_loss = 0.591050, iou_loss = 0.446926, total_loss = 1.037976 \n",
            " total_bbox = 3924997, rewritten_bbox = 0.034471 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.000747, iou_loss = 0.000000, total_loss = 0.000747 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.794842), count: 177, class_loss = 0.926465, iou_loss = 0.569668, total_loss = 1.496133 \n",
            " total_bbox = 3925174, rewritten_bbox = 0.034470 % \n",
            "\n",
            " 11847: 0.633720, 0.596452 avg loss, 0.000010 rate, 1.111585 seconds, 758208 images, 0.079181 hours left\n",
            "Loaded: 0.000072 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.672647), count: 2, class_loss = 0.037400, iou_loss = 0.014807, total_loss = 0.052207 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.814080), count: 173, class_loss = 0.451202, iou_loss = 0.434302, total_loss = 0.885504 \n",
            " total_bbox = 3925349, rewritten_bbox = 0.034468 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.542638), count: 1, class_loss = 0.000445, iou_loss = 0.020039, total_loss = 0.020484 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.801305), count: 173, class_loss = 0.689375, iou_loss = 0.464290, total_loss = 1.153665 \n",
            " total_bbox = 3925523, rewritten_bbox = 0.034467 % \n",
            "\n",
            " 11848: 0.527965, 0.589604 avg loss, 0.000010 rate, 1.115194 seconds, 758272 images, 0.078862 hours left\n",
            "Loaded: 0.000068 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.014691, iou_loss = 0.000000, total_loss = 0.014691 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.796837), count: 172, class_loss = 0.702577, iou_loss = 0.490830, total_loss = 1.193407 \n",
            " total_bbox = 3925695, rewritten_bbox = 0.034465 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.000001, iou_loss = 0.000000, total_loss = 0.000001 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.802411), count: 167, class_loss = 0.794045, iou_loss = 0.448397, total_loss = 1.242442 \n",
            " total_bbox = 3925862, rewritten_bbox = 0.034464 % \n",
            "\n",
            " 11849: 0.612635, 0.591907 avg loss, 0.000010 rate, 1.126546 seconds, 758336 images, 0.078544 hours left\n",
            "Loaded: 0.000066 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.685371), count: 1, class_loss = 0.004004, iou_loss = 0.009650, total_loss = 0.013654 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.787799), count: 178, class_loss = 0.998848, iou_loss = 0.555163, total_loss = 1.554011 \n",
            " total_bbox = 3926041, rewritten_bbox = 0.034462 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.759147), count: 1, class_loss = 0.039178, iou_loss = 0.004425, total_loss = 0.043603 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.799032), count: 174, class_loss = 0.707875, iou_loss = 0.552472, total_loss = 1.260347 \n",
            " total_bbox = 3926216, rewritten_bbox = 0.034461 % \n",
            "\n",
            " 11850: 0.717904, 0.604507 avg loss, 0.000010 rate, 1.119909 seconds, 758400 images, 0.078232 hours left\n",
            "Loaded: 0.000083 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.767567), count: 3, class_loss = 0.074067, iou_loss = 0.012259, total_loss = 0.086326 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.810225), count: 138, class_loss = 0.752530, iou_loss = 0.329643, total_loss = 1.082173 \n",
            " total_bbox = 3926357, rewritten_bbox = 0.034459 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.711207), count: 1, class_loss = 0.044389, iou_loss = 0.004366, total_loss = 0.048755 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.792646), count: 147, class_loss = 0.859624, iou_loss = 0.473978, total_loss = 1.333601 \n",
            " total_bbox = 3926505, rewritten_bbox = 0.034458 % \n",
            "\n",
            " 11851: 0.637714, 0.607827 avg loss, 0.000010 rate, 1.129521 seconds, 758464 images, 0.077916 hours left\n",
            "Loaded: 0.000052 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.707751), count: 2, class_loss = 0.000930, iou_loss = 0.006418, total_loss = 0.007347 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.812959), count: 156, class_loss = 0.472347, iou_loss = 0.371720, total_loss = 0.844066 \n",
            " total_bbox = 3926663, rewritten_bbox = 0.034457 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.777481), count: 1, class_loss = 0.001233, iou_loss = 0.002551, total_loss = 0.003784 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.804967), count: 150, class_loss = 0.819772, iou_loss = 0.450586, total_loss = 1.270357 \n",
            " total_bbox = 3926814, rewritten_bbox = 0.034455 % \n",
            "\n",
            " 11852: 0.531389, 0.600183 avg loss, 0.000010 rate, 1.122374 seconds, 758528 images, 0.077604 hours left\n",
            "Loaded: 0.000064 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.693945), count: 2, class_loss = 0.067125, iou_loss = 0.012976, total_loss = 0.080101 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.819035), count: 163, class_loss = 0.541701, iou_loss = 0.397396, total_loss = 0.939097 \n",
            " total_bbox = 3926979, rewritten_bbox = 0.034454 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.847394), count: 1, class_loss = 0.000019, iou_loss = 0.001167, total_loss = 0.001185 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.806196), count: 168, class_loss = 0.597780, iou_loss = 0.442836, total_loss = 1.040616 \n",
            " total_bbox = 3927148, rewritten_bbox = 0.034452 % \n",
            "\n",
            " 11853: 0.515250, 0.591690 avg loss, 0.000010 rate, 1.135665 seconds, 758592 images, 0.077290 hours left\n",
            "Loaded: 0.000109 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.890754), count: 1, class_loss = 0.004374, iou_loss = 0.000551, total_loss = 0.004925 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.803797), count: 167, class_loss = 0.678887, iou_loss = 0.456586, total_loss = 1.135473 \n",
            " total_bbox = 3927316, rewritten_bbox = 0.034451 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.725599), count: 2, class_loss = 0.026524, iou_loss = 0.011689, total_loss = 0.038213 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.808767), count: 160, class_loss = 0.541788, iou_loss = 0.407418, total_loss = 0.949207 \n",
            " total_bbox = 3927477, rewritten_bbox = 0.034450 % \n",
            "\n",
            " 11854: 0.531954, 0.585716 avg loss, 0.000010 rate, 1.143682 seconds, 758656 images, 0.076981 hours left\n",
            "Loaded: 0.000059 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.649734), count: 1, class_loss = 0.006752, iou_loss = 0.010439, total_loss = 0.017191 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.793991), count: 161, class_loss = 0.667168, iou_loss = 0.509199, total_loss = 1.176367 \n",
            " total_bbox = 3927639, rewritten_bbox = 0.034448 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.001941, iou_loss = 0.000000, total_loss = 0.001941 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.801841), count: 151, class_loss = 0.949150, iou_loss = 0.406530, total_loss = 1.355680 \n",
            " total_bbox = 3927790, rewritten_bbox = 0.034447 % \n",
            "\n",
            " 11855: 0.637794, 0.590924 avg loss, 0.000010 rate, 1.137464 seconds, 758720 images, 0.076675 hours left\n",
            "Loaded: 0.000052 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.001635, iou_loss = 0.000000, total_loss = 0.001635 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.805808), count: 181, class_loss = 0.769928, iou_loss = 0.488406, total_loss = 1.258333 \n",
            " total_bbox = 3927971, rewritten_bbox = 0.034445 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.636173), count: 1, class_loss = 0.001388, iou_loss = 0.010908, total_loss = 0.012297 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.793634), count: 169, class_loss = 0.565534, iou_loss = 0.517521, total_loss = 1.083055 \n",
            " total_bbox = 3928141, rewritten_bbox = 0.034444 % \n",
            "\n",
            " 11856: 0.588830, 0.590715 avg loss, 0.000010 rate, 1.135380 seconds, 758784 images, 0.076366 hours left\n",
            "Loaded: 0.000098 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.690624), count: 2, class_loss = 0.012012, iou_loss = 0.008450, total_loss = 0.020461 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.814599), count: 147, class_loss = 0.529085, iou_loss = 0.352450, total_loss = 0.881535 \n",
            " total_bbox = 3928290, rewritten_bbox = 0.034442 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.700028), count: 1, class_loss = 0.030481, iou_loss = 0.002295, total_loss = 0.032777 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.794563), count: 169, class_loss = 0.864718, iou_loss = 0.499001, total_loss = 1.363719 \n",
            " total_bbox = 3928460, rewritten_bbox = 0.034441 % \n",
            "\n",
            " 11857: 0.574623, 0.589106 avg loss, 0.000010 rate, 1.133786 seconds, 758848 images, 0.076057 hours left\n",
            "Loaded: 0.000061 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.005388, iou_loss = 0.000000, total_loss = 0.005388 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.803028), count: 171, class_loss = 0.700783, iou_loss = 0.493102, total_loss = 1.193884 \n",
            " total_bbox = 3928631, rewritten_bbox = 0.034439 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.678931), count: 2, class_loss = 0.023407, iou_loss = 0.012521, total_loss = 0.035928 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.806713), count: 175, class_loss = 0.788368, iou_loss = 0.460306, total_loss = 1.248674 \n",
            " total_bbox = 3928808, rewritten_bbox = 0.034438 % \n",
            "\n",
            " 11858: 0.620969, 0.592292 avg loss, 0.000010 rate, 1.148517 seconds, 758912 images, 0.075746 hours left\n",
            "Loaded: 0.000046 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.590099), count: 1, class_loss = 0.007953, iou_loss = 0.020913, total_loss = 0.028866 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.802911), count: 165, class_loss = 0.729317, iou_loss = 0.483424, total_loss = 1.212742 \n",
            " total_bbox = 3928974, rewritten_bbox = 0.034436 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.724834), count: 2, class_loss = 0.000679, iou_loss = 0.015610, total_loss = 0.016288 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.805392), count: 176, class_loss = 0.415702, iou_loss = 0.490512, total_loss = 0.906214 \n",
            " total_bbox = 3929152, rewritten_bbox = 0.034435 % \n",
            "\n",
            " 11859: 0.541027, 0.587165 avg loss, 0.000010 rate, 1.118057 seconds, 758976 images, 0.075442 hours left\n",
            "Loaded: 0.000051 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.013040, iou_loss = 0.000000, total_loss = 0.013040 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.801201), count: 188, class_loss = 0.841587, iou_loss = 0.582212, total_loss = 1.423799 \n",
            " total_bbox = 3929340, rewritten_bbox = 0.034433 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.815271), count: 1, class_loss = 0.003488, iou_loss = 0.002242, total_loss = 0.005730 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.798189), count: 183, class_loss = 0.938012, iou_loss = 0.536801, total_loss = 1.474813 \n",
            " total_bbox = 3929524, rewritten_bbox = 0.034432 % \n",
            "\n",
            " 11860: 0.729346, 0.601384 avg loss, 0.000010 rate, 1.153737 seconds, 759040 images, 0.075126 hours left\n",
            "Loaded: 0.000077 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.737838), count: 2, class_loss = 0.008962, iou_loss = 0.005468, total_loss = 0.014430 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.813442), count: 165, class_loss = 0.522570, iou_loss = 0.428168, total_loss = 0.950738 \n",
            " total_bbox = 3929691, rewritten_bbox = 0.034430 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.009791, iou_loss = 0.000000, total_loss = 0.009791 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.812741), count: 149, class_loss = 0.561345, iou_loss = 0.350331, total_loss = 0.911676 \n",
            " total_bbox = 3929840, rewritten_bbox = 0.034429 % \n",
            "\n",
            " 11861: 0.471659, 0.588411 avg loss, 0.000010 rate, 1.114376 seconds, 759104 images, 0.074823 hours left\n",
            "Loaded: 0.000046 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.726837), count: 3, class_loss = 0.079936, iou_loss = 0.017124, total_loss = 0.097060 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.814562), count: 159, class_loss = 0.808970, iou_loss = 0.410199, total_loss = 1.219169 \n",
            " total_bbox = 3930002, rewritten_bbox = 0.034427 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.000006, iou_loss = 0.000000, total_loss = 0.000006 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.792351), count: 170, class_loss = 0.783453, iou_loss = 0.514945, total_loss = 1.298398 \n",
            " total_bbox = 3930172, rewritten_bbox = 0.034426 % \n",
            "\n",
            " 11862: 0.653658, 0.594936 avg loss, 0.000010 rate, 1.137697 seconds, 759168 images, 0.074505 hours left\n",
            "Loaded: 0.000077 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.700627), count: 2, class_loss = 0.032726, iou_loss = 0.012266, total_loss = 0.044992 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.808098), count: 173, class_loss = 0.756802, iou_loss = 0.449044, total_loss = 1.205847 \n",
            " total_bbox = 3930347, rewritten_bbox = 0.034424 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.824080), count: 2, class_loss = 0.011153, iou_loss = 0.003163, total_loss = 0.014316 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.811424), count: 157, class_loss = 0.566956, iou_loss = 0.415822, total_loss = 0.982778 \n",
            " total_bbox = 3930506, rewritten_bbox = 0.034423 % \n",
            "\n",
            " 11863: 0.561983, 0.591641 avg loss, 0.000010 rate, 1.133482 seconds, 759232 images, 0.074196 hours left\n",
            "Loaded: 0.000059 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.683906), count: 7, class_loss = 0.146315, iou_loss = 0.054439, total_loss = 0.200755 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.801517), count: 172, class_loss = 0.744743, iou_loss = 0.480619, total_loss = 1.225362 \n",
            " total_bbox = 3930685, rewritten_bbox = 0.034421 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.699691), count: 3, class_loss = 0.044518, iou_loss = 0.022424, total_loss = 0.066941 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.798289), count: 177, class_loss = 0.667379, iou_loss = 0.474895, total_loss = 1.142273 \n",
            " total_bbox = 3930865, rewritten_bbox = 0.034420 % \n",
            "\n",
            " 11864: 0.658833, 0.598360 avg loss, 0.000010 rate, 1.103228 seconds, 759296 images, 0.073886 hours left\n",
            "Loaded: 0.000055 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.000294, iou_loss = 0.000000, total_loss = 0.000294 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.788401), count: 171, class_loss = 1.015988, iou_loss = 0.553852, total_loss = 1.569840 \n",
            " total_bbox = 3931036, rewritten_bbox = 0.034418 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.008678, iou_loss = 0.000000, total_loss = 0.008678 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.789255), count: 156, class_loss = 0.903637, iou_loss = 0.478088, total_loss = 1.381725 \n",
            " total_bbox = 3931192, rewritten_bbox = 0.034417 % \n",
            "\n",
            " 11865: 0.740134, 0.612537 avg loss, 0.000010 rate, 1.140168 seconds, 759360 images, 0.073564 hours left\n",
            "Loaded: 0.000069 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.005281, iou_loss = 0.000000, total_loss = 0.005281 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.813596), count: 151, class_loss = 0.631423, iou_loss = 0.368622, total_loss = 1.000044 \n",
            " total_bbox = 3931343, rewritten_bbox = 0.034416 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.509235), count: 2, class_loss = 0.063566, iou_loss = 0.046360, total_loss = 0.109926 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.805065), count: 181, class_loss = 0.851097, iou_loss = 0.507593, total_loss = 1.358690 \n",
            " total_bbox = 3931526, rewritten_bbox = 0.034414 % \n",
            "\n",
            " 11866: 0.618485, 0.613132 avg loss, 0.000010 rate, 1.093680 seconds, 759424 images, 0.073255 hours left\n",
            "Loaded: 0.000059 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.688196), count: 4, class_loss = 0.049303, iou_loss = 0.026723, total_loss = 0.076026 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.806351), count: 178, class_loss = 0.945376, iou_loss = 0.548494, total_loss = 1.493870 \n",
            " total_bbox = 3931708, rewritten_bbox = 0.034413 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.698940), count: 2, class_loss = 0.012382, iou_loss = 0.014007, total_loss = 0.026389 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.810665), count: 151, class_loss = 0.514988, iou_loss = 0.418753, total_loss = 0.933741 \n",
            " total_bbox = 3931861, rewritten_bbox = 0.034411 % \n",
            "\n",
            " 11867: 0.632506, 0.615070 avg loss, 0.000010 rate, 1.125456 seconds, 759488 images, 0.072930 hours left\n",
            "Loaded: 0.000093 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.532400), count: 1, class_loss = 0.000063, iou_loss = 0.004504, total_loss = 0.004566 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.805473), count: 148, class_loss = 0.667131, iou_loss = 0.519326, total_loss = 1.186457 \n",
            " total_bbox = 3932010, rewritten_bbox = 0.034410 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.000440, iou_loss = 0.000000, total_loss = 0.000440 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.809622), count: 153, class_loss = 0.568416, iou_loss = 0.414626, total_loss = 0.983042 \n",
            " total_bbox = 3932163, rewritten_bbox = 0.034409 % \n",
            "\n",
            " 11868: 0.543626, 0.607925 avg loss, 0.000010 rate, 1.136272 seconds, 759552 images, 0.072617 hours left\n",
            "Loaded: 0.000053 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.762135), count: 4, class_loss = 0.010692, iou_loss = 0.013309, total_loss = 0.024000 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.804896), count: 153, class_loss = 0.643807, iou_loss = 0.458308, total_loss = 1.102115 \n",
            " total_bbox = 3932320, rewritten_bbox = 0.034407 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.799698), count: 2, class_loss = 0.000459, iou_loss = 0.002834, total_loss = 0.003293 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.802354), count: 183, class_loss = 0.736122, iou_loss = 0.515184, total_loss = 1.251307 \n",
            " total_bbox = 3932505, rewritten_bbox = 0.034406 % \n",
            "\n",
            " 11869: 0.595179, 0.606651 avg loss, 0.000010 rate, 1.120471 seconds, 759616 images, 0.072307 hours left\n",
            "Loaded: 0.000071 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.720223), count: 1, class_loss = 0.003836, iou_loss = 0.004179, total_loss = 0.008015 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.799371), count: 156, class_loss = 0.418096, iou_loss = 0.487440, total_loss = 0.905535 \n",
            " total_bbox = 3932662, rewritten_bbox = 0.034430 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.000285, iou_loss = 0.000000, total_loss = 0.000285 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.803043), count: 163, class_loss = 0.735253, iou_loss = 0.495565, total_loss = 1.230819 \n",
            " total_bbox = 3932825, rewritten_bbox = 0.034428 % \n",
            "\n",
            " 11870: 0.536163, 0.599602 avg loss, 0.000010 rate, 1.116528 seconds, 759680 images, 0.071992 hours left\n",
            "Loaded: 0.000105 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.000005, iou_loss = 0.000000, total_loss = 0.000005 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.795870), count: 176, class_loss = 0.855883, iou_loss = 0.524778, total_loss = 1.380661 \n",
            " total_bbox = 3933001, rewritten_bbox = 0.034427 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.503903), count: 2, class_loss = 0.072439, iou_loss = 0.034345, total_loss = 0.106784 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.786656), count: 147, class_loss = 0.682460, iou_loss = 0.474821, total_loss = 1.157281 \n",
            " total_bbox = 3933150, rewritten_bbox = 0.034425 % \n",
            "\n",
            " 11871: 0.661183, 0.605760 avg loss, 0.000010 rate, 1.100085 seconds, 759744 images, 0.071675 hours left\n",
            "Loaded: 0.000067 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.008981, iou_loss = 0.000000, total_loss = 0.008981 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.797041), count: 161, class_loss = 0.498575, iou_loss = 0.552591, total_loss = 1.051166 \n",
            " total_bbox = 3933311, rewritten_bbox = 0.034424 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.746266), count: 2, class_loss = 0.029350, iou_loss = 0.008751, total_loss = 0.038101 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.799610), count: 159, class_loss = 0.598547, iou_loss = 0.444165, total_loss = 1.042712 \n",
            " total_bbox = 3933472, rewritten_bbox = 0.034423 % \n",
            "\n",
            " 11872: 0.535240, 0.598708 avg loss, 0.000010 rate, 1.131727 seconds, 759808 images, 0.071353 hours left\n",
            "Loaded: 0.000067 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.837698), count: 2, class_loss = 0.017811, iou_loss = 0.003541, total_loss = 0.021352 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.807009), count: 179, class_loss = 0.705409, iou_loss = 0.495294, total_loss = 1.200703 \n",
            " total_bbox = 3933653, rewritten_bbox = 0.034421 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.597220), count: 3, class_loss = 0.015218, iou_loss = 0.032918, total_loss = 0.048137 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.812705), count: 155, class_loss = 0.701018, iou_loss = 0.399384, total_loss = 1.100403 \n",
            " total_bbox = 3933811, rewritten_bbox = 0.034420 % \n",
            "\n",
            " 11873: 0.592649, 0.598102 avg loss, 0.000010 rate, 1.130013 seconds, 759872 images, 0.071041 hours left\n",
            "Loaded: 0.000086 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.925228), count: 1, class_loss = 0.000874, iou_loss = 0.000366, total_loss = 0.001240 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.813509), count: 157, class_loss = 0.653067, iou_loss = 0.388513, total_loss = 1.041580 \n",
            " total_bbox = 3933969, rewritten_bbox = 0.034418 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.867163), count: 2, class_loss = 0.007339, iou_loss = 0.002944, total_loss = 0.010283 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.801341), count: 158, class_loss = 0.615635, iou_loss = 0.479825, total_loss = 1.095460 \n",
            " total_bbox = 3934129, rewritten_bbox = 0.034417 % \n",
            "\n",
            " 11874: 0.537140, 0.592006 avg loss, 0.000010 rate, 1.130235 seconds, 759936 images, 0.070730 hours left\n",
            "Loaded: 0.000081 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.681271), count: 1, class_loss = 0.000129, iou_loss = 0.008818, total_loss = 0.008946 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.781597), count: 162, class_loss = 0.872035, iou_loss = 0.615272, total_loss = 1.487307 \n",
            " total_bbox = 3934292, rewritten_bbox = 0.034415 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.734428), count: 3, class_loss = 0.071953, iou_loss = 0.014898, total_loss = 0.086851 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.804846), count: 162, class_loss = 0.805961, iou_loss = 0.463946, total_loss = 1.269907 \n",
            " total_bbox = 3934457, rewritten_bbox = 0.034414 % \n",
            "\n",
            " 11875: 0.713253, 0.604131 avg loss, 0.000010 rate, 1.117031 seconds, 760000 images, 0.070418 hours left\n",
            "Loaded: 0.000088 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.594980), count: 1, class_loss = 0.053659, iou_loss = 0.012108, total_loss = 0.065768 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.795806), count: 174, class_loss = 0.802678, iou_loss = 0.540171, total_loss = 1.342850 \n",
            " total_bbox = 3934632, rewritten_bbox = 0.034412 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.001936, iou_loss = 0.000000, total_loss = 0.001936 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.803022), count: 172, class_loss = 0.541959, iou_loss = 0.455404, total_loss = 0.997362 \n",
            " total_bbox = 3934804, rewritten_bbox = 0.034436 % \n",
            "\n",
            " 11876: 0.601979, 0.603915 avg loss, 0.000010 rate, 1.146829 seconds, 760064 images, 0.070102 hours left\n",
            "Loaded: 0.000052 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.767382), count: 1, class_loss = 0.000432, iou_loss = 0.003147, total_loss = 0.003579 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.802895), count: 150, class_loss = 0.512178, iou_loss = 0.396251, total_loss = 0.908429 \n",
            " total_bbox = 3934955, rewritten_bbox = 0.034435 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.708419), count: 1, class_loss = 0.068631, iou_loss = 0.005114, total_loss = 0.073745 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.807349), count: 183, class_loss = 0.593757, iou_loss = 0.498376, total_loss = 1.092133 \n",
            " total_bbox = 3935139, rewritten_bbox = 0.034433 % \n",
            "\n",
            " 11877: 0.519471, 0.595471 avg loss, 0.000010 rate, 1.138521 seconds, 760128 images, 0.069796 hours left\n",
            "Loaded: 0.000071 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.000238, iou_loss = 0.000000, total_loss = 0.000238 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.785099), count: 163, class_loss = 0.695962, iou_loss = 0.522689, total_loss = 1.218650 \n",
            " total_bbox = 3935302, rewritten_bbox = 0.034432 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.650831), count: 2, class_loss = 0.063062, iou_loss = 0.021575, total_loss = 0.084637 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.779703), count: 173, class_loss = 0.964857, iou_loss = 0.618192, total_loss = 1.583049 \n",
            " total_bbox = 3935477, rewritten_bbox = 0.034430 % \n",
            "\n",
            " 11878: 0.721644, 0.608088 avg loss, 0.000010 rate, 1.111857 seconds, 760192 images, 0.069487 hours left\n",
            "Loaded: 0.000049 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.789578), count: 4, class_loss = 0.072193, iou_loss = 0.006165, total_loss = 0.078359 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.799145), count: 185, class_loss = 0.800352, iou_loss = 0.666815, total_loss = 1.467167 \n",
            " total_bbox = 3935666, rewritten_bbox = 0.034429 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.752772), count: 3, class_loss = 0.057733, iou_loss = 0.013817, total_loss = 0.071549 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.816101), count: 166, class_loss = 0.657207, iou_loss = 0.411254, total_loss = 1.068461 \n",
            " total_bbox = 3935835, rewritten_bbox = 0.034427 % \n",
            "\n",
            " 11879: 0.671384, 0.614418 avg loss, 0.000010 rate, 1.126689 seconds, 760256 images, 0.069169 hours left\n",
            "Loaded: 0.000099 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.656943), count: 2, class_loss = 0.026129, iou_loss = 0.023021, total_loss = 0.049151 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.794800), count: 171, class_loss = 1.149825, iou_loss = 0.699826, total_loss = 1.849651 \n",
            " total_bbox = 3936008, rewritten_bbox = 0.034426 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.754184), count: 1, class_loss = 0.004609, iou_loss = 0.002944, total_loss = 0.007553 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.805655), count: 158, class_loss = 0.551259, iou_loss = 0.400141, total_loss = 0.951400 \n",
            " total_bbox = 3936167, rewritten_bbox = 0.034424 % \n",
            "\n",
            " 11880: 0.714439, 0.624420 avg loss, 0.000010 rate, 1.130583 seconds, 760320 images, 0.068856 hours left\n",
            "Loaded: 0.000052 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.000002, iou_loss = 0.000000, total_loss = 0.000002 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.795243), count: 179, class_loss = 0.659746, iou_loss = 0.503625, total_loss = 1.163371 \n",
            " total_bbox = 3936346, rewritten_bbox = 0.034423 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.716901), count: 1, class_loss = 0.018833, iou_loss = 0.005251, total_loss = 0.024084 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.810087), count: 166, class_loss = 0.464981, iou_loss = 0.441960, total_loss = 0.906942 \n",
            " total_bbox = 3936513, rewritten_bbox = 0.034421 % \n",
            "\n",
            " 11881: 0.523600, 0.614338 avg loss, 0.000010 rate, 1.104129 seconds, 760384 images, 0.068544 hours left\n",
            "Loaded: 0.000059 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.000060, iou_loss = 0.000000, total_loss = 0.000060 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.816277), count: 150, class_loss = 0.632862, iou_loss = 0.369818, total_loss = 1.002680 \n",
            " total_bbox = 3936663, rewritten_bbox = 0.034420 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.773791), count: 2, class_loss = 0.029477, iou_loss = 0.008357, total_loss = 0.037834 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.781390), count: 167, class_loss = 0.671463, iou_loss = 0.580865, total_loss = 1.252329 \n",
            " total_bbox = 3936832, rewritten_bbox = 0.034444 % \n",
            "\n",
            " 11882: 0.573226, 0.610227 avg loss, 0.000010 rate, 1.148785 seconds, 760448 images, 0.068224 hours left\n",
            "Loaded: 0.000054 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.698700), count: 2, class_loss = 0.061892, iou_loss = 0.015033, total_loss = 0.076925 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.805848), count: 167, class_loss = 0.841104, iou_loss = 0.453900, total_loss = 1.295004 \n",
            " total_bbox = 3937001, rewritten_bbox = 0.034442 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.005188, iou_loss = 0.000000, total_loss = 0.005188 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.800184), count: 148, class_loss = 0.628374, iou_loss = 0.419636, total_loss = 1.048010 \n",
            " total_bbox = 3937149, rewritten_bbox = 0.034441 % \n",
            "\n",
            " 11883: 0.606282, 0.609832 avg loss, 0.000010 rate, 1.128233 seconds, 760512 images, 0.067918 hours left\n",
            "Loaded: 0.000086 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.612527), count: 2, class_loss = 0.082603, iou_loss = 0.019653, total_loss = 0.102257 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.783824), count: 153, class_loss = 0.905355, iou_loss = 0.574396, total_loss = 1.479751 \n",
            " total_bbox = 3937304, rewritten_bbox = 0.034465 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.688547), count: 3, class_loss = 0.023926, iou_loss = 0.015370, total_loss = 0.039296 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.804012), count: 163, class_loss = 0.924257, iou_loss = 0.474042, total_loss = 1.398299 \n",
            " total_bbox = 3937470, rewritten_bbox = 0.034464 % \n",
            "\n",
            " 11884: 0.754901, 0.624339 avg loss, 0.000010 rate, 1.136024 seconds, 760576 images, 0.067606 hours left\n",
            "Loaded: 0.000104 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.009690, iou_loss = 0.000000, total_loss = 0.009690 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.808359), count: 164, class_loss = 0.648298, iou_loss = 0.419985, total_loss = 1.068283 \n",
            " total_bbox = 3937634, rewritten_bbox = 0.034462 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.018444, iou_loss = 0.000000, total_loss = 0.018444 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.792020), count: 170, class_loss = 0.810531, iou_loss = 0.556024, total_loss = 1.366555 \n",
            " total_bbox = 3937804, rewritten_bbox = 0.034461 % \n",
            "\n",
            " 11885: 0.615743, 0.623479 avg loss, 0.000010 rate, 1.126845 seconds, 760640 images, 0.067296 hours left\n",
            "Loaded: 0.000075 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.458518), count: 1, class_loss = 0.021523, iou_loss = 0.032670, total_loss = 0.054193 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.793558), count: 167, class_loss = 0.924367, iou_loss = 0.565486, total_loss = 1.489853 \n",
            " total_bbox = 3937972, rewritten_bbox = 0.034459 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.889379), count: 1, class_loss = 0.014289, iou_loss = 0.000674, total_loss = 0.014963 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.795977), count: 166, class_loss = 0.822827, iou_loss = 0.528641, total_loss = 1.351468 \n",
            " total_bbox = 3938139, rewritten_bbox = 0.034458 % \n",
            "\n",
            " 11886: 0.727619, 0.633893 avg loss, 0.000010 rate, 1.134377 seconds, 760704 images, 0.066983 hours left\n",
            "Loaded: 0.000050 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.608751), count: 4, class_loss = 0.085952, iou_loss = 0.042120, total_loss = 0.128072 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.784503), count: 173, class_loss = 1.268726, iou_loss = 0.713257, total_loss = 1.981982 \n",
            " total_bbox = 3938316, rewritten_bbox = 0.034456 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.718517), count: 4, class_loss = 0.065694, iou_loss = 0.028302, total_loss = 0.093996 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.793851), count: 175, class_loss = 1.107490, iou_loss = 0.616232, total_loss = 1.723722 \n",
            " total_bbox = 3938495, rewritten_bbox = 0.034455 % \n",
            "\n",
            " 11887: 0.981943, 0.668698 avg loss, 0.000010 rate, 1.114299 seconds, 760768 images, 0.066672 hours left\n",
            "Loaded: 0.000075 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.778593), count: 1, class_loss = 0.000265, iou_loss = 0.003105, total_loss = 0.003370 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.792778), count: 160, class_loss = 0.708614, iou_loss = 0.474979, total_loss = 1.183593 \n",
            " total_bbox = 3938656, rewritten_bbox = 0.034453 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.763195), count: 2, class_loss = 0.002417, iou_loss = 0.005699, total_loss = 0.008116 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.811701), count: 171, class_loss = 0.683558, iou_loss = 0.445682, total_loss = 1.129240 \n",
            " total_bbox = 3938829, rewritten_bbox = 0.034452 % \n",
            "\n",
            " 11888: 0.581080, 0.659937 avg loss, 0.000010 rate, 1.152444 seconds, 760832 images, 0.066355 hours left\n",
            "Loaded: 0.000118 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.000283, iou_loss = 0.000000, total_loss = 0.000283 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.808282), count: 158, class_loss = 0.787074, iou_loss = 0.432035, total_loss = 1.219109 \n",
            " total_bbox = 3938987, rewritten_bbox = 0.034450 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.003527, iou_loss = 0.000000, total_loss = 0.003527 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.798004), count: 160, class_loss = 0.622637, iou_loss = 0.469393, total_loss = 1.092030 \n",
            " total_bbox = 3939147, rewritten_bbox = 0.034449 % \n",
            "\n",
            " 11889: 0.578737, 0.651817 avg loss, 0.000010 rate, 1.097461 seconds, 760896 images, 0.066050 hours left\n",
            "Loaded: 0.000043 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.000013, iou_loss = 0.000000, total_loss = 0.000013 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.808634), count: 153, class_loss = 0.327171, iou_loss = 0.374194, total_loss = 0.701365 \n",
            " total_bbox = 3939300, rewritten_bbox = 0.034448 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.000172, iou_loss = 0.000000, total_loss = 0.000172 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.800914), count: 156, class_loss = 0.591659, iou_loss = 0.445094, total_loss = 1.036753 \n",
            " total_bbox = 3939456, rewritten_bbox = 0.034446 % \n",
            "\n",
            " 11890: 0.434576, 0.630093 avg loss, 0.000010 rate, 1.132701 seconds, 760960 images, 0.065728 hours left\n",
            "Loaded: 0.000106 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.836502), count: 1, class_loss = 0.017514, iou_loss = 0.001865, total_loss = 0.019379 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.816039), count: 173, class_loss = 0.761887, iou_loss = 0.380790, total_loss = 1.142678 \n",
            " total_bbox = 3939630, rewritten_bbox = 0.034445 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.739600), count: 1, class_loss = 0.040191, iou_loss = 0.005955, total_loss = 0.046146 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.801129), count: 152, class_loss = 0.399005, iou_loss = 0.428747, total_loss = 0.827752 \n",
            " total_bbox = 3939783, rewritten_bbox = 0.034444 % \n",
            "\n",
            " 11891: 0.508989, 0.617982 avg loss, 0.000010 rate, 1.142805 seconds, 761024 images, 0.065417 hours left\n",
            "Loaded: 0.000084 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.809555), count: 1, class_loss = 0.010523, iou_loss = 0.001795, total_loss = 0.012318 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.801444), count: 164, class_loss = 0.445233, iou_loss = 0.486008, total_loss = 0.931241 \n",
            " total_bbox = 3939948, rewritten_bbox = 0.034442 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.783300), count: 2, class_loss = 0.014167, iou_loss = 0.004578, total_loss = 0.018745 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.805191), count: 167, class_loss = 0.870440, iou_loss = 0.482814, total_loss = 1.353254 \n",
            " total_bbox = 3940117, rewritten_bbox = 0.034441 % \n",
            "\n",
            " 11892: 0.578890, 0.614073 avg loss, 0.000010 rate, 1.142634 seconds, 761088 images, 0.065109 hours left\n",
            "Loaded: 0.000051 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.573392), count: 1, class_loss = 0.046276, iou_loss = 0.009653, total_loss = 0.055929 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.805766), count: 182, class_loss = 0.712394, iou_loss = 0.527892, total_loss = 1.240286 \n",
            " total_bbox = 3940300, rewritten_bbox = 0.034439 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.000068, iou_loss = 0.000000, total_loss = 0.000068 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.788240), count: 153, class_loss = 1.032432, iou_loss = 0.566412, total_loss = 1.598844 \n",
            " total_bbox = 3940453, rewritten_bbox = 0.034438 % \n",
            "\n",
            " 11893: 0.723782, 0.625044 avg loss, 0.000010 rate, 1.123549 seconds, 761152 images, 0.064801 hours left\n",
            "Loaded: 0.000094 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.677312), count: 3, class_loss = 0.081002, iou_loss = 0.029233, total_loss = 0.110234 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.806899), count: 163, class_loss = 0.694403, iou_loss = 0.432664, total_loss = 1.127067 \n",
            " total_bbox = 3940619, rewritten_bbox = 0.034436 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.659684), count: 4, class_loss = 0.071308, iou_loss = 0.038657, total_loss = 0.109965 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.811716), count: 153, class_loss = 0.483006, iou_loss = 0.377552, total_loss = 0.860558 \n",
            " total_bbox = 3940776, rewritten_bbox = 0.034435 % \n",
            "\n",
            " 11894: 0.551956, 0.617735 avg loss, 0.000010 rate, 1.159699 seconds, 761216 images, 0.064487 hours left\n",
            "Loaded: 0.000080 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.758211), count: 2, class_loss = 0.010765, iou_loss = 0.007367, total_loss = 0.018132 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.790613), count: 151, class_loss = 0.550271, iou_loss = 0.472843, total_loss = 1.023114 \n",
            " total_bbox = 3940929, rewritten_bbox = 0.034434 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.697024), count: 1, class_loss = 0.000377, iou_loss = 0.007434, total_loss = 0.007811 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.808735), count: 178, class_loss = 0.390841, iou_loss = 0.450134, total_loss = 0.840975 \n",
            " total_bbox = 3941108, rewritten_bbox = 0.034432 % \n",
            "\n",
            " 11895: 0.472508, 0.603212 avg loss, 0.000010 rate, 1.143724 seconds, 761280 images, 0.064183 hours left\n",
            "Loaded: 0.000064 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.745529), count: 1, class_loss = 0.011472, iou_loss = 0.005394, total_loss = 0.016866 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.806910), count: 179, class_loss = 0.781243, iou_loss = 0.481040, total_loss = 1.262283 \n",
            " total_bbox = 3941288, rewritten_bbox = 0.034430 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.011004, iou_loss = 0.000000, total_loss = 0.011004 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.796363), count: 177, class_loss = 0.782660, iou_loss = 0.586880, total_loss = 1.369540 \n",
            " total_bbox = 3941465, rewritten_bbox = 0.034429 % \n",
            "\n",
            " 11896: 0.664923, 0.609383 avg loss, 0.000010 rate, 1.132085 seconds, 761344 images, 0.063875 hours left\n",
            "Loaded: 0.000099 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.004073, iou_loss = 0.000000, total_loss = 0.004073 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.796479), count: 147, class_loss = 0.640107, iou_loss = 0.485650, total_loss = 1.125757 \n",
            " total_bbox = 3941612, rewritten_bbox = 0.034428 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.000021, iou_loss = 0.000000, total_loss = 0.000021 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.795974), count: 162, class_loss = 0.598907, iou_loss = 0.489081, total_loss = 1.087988 \n",
            " total_bbox = 3941774, rewritten_bbox = 0.034426 % \n",
            "\n",
            " 11897: 0.554460, 0.603891 avg loss, 0.000010 rate, 1.104945 seconds, 761408 images, 0.063563 hours left\n",
            "Loaded: 0.000088 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.000081, iou_loss = 0.000000, total_loss = 0.000081 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.796642), count: 165, class_loss = 1.135361, iou_loss = 0.492754, total_loss = 1.628115 \n",
            " total_bbox = 3941939, rewritten_bbox = 0.034425 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.729574), count: 3, class_loss = 0.005642, iou_loss = 0.012933, total_loss = 0.018575 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.807638), count: 161, class_loss = 0.753299, iou_loss = 0.452923, total_loss = 1.206223 \n",
            " total_bbox = 3942103, rewritten_bbox = 0.034423 % \n",
            "\n",
            " 11898: 0.713248, 0.614827 avg loss, 0.000010 rate, 1.125982 seconds, 761472 images, 0.063244 hours left\n",
            "Loaded: 0.000077 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.676548), count: 3, class_loss = 0.001891, iou_loss = 0.020372, total_loss = 0.022263 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.796109), count: 166, class_loss = 0.681264, iou_loss = 0.560472, total_loss = 1.241736 \n",
            " total_bbox = 3942272, rewritten_bbox = 0.034422 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.803701), count: 2, class_loss = 0.001291, iou_loss = 0.005679, total_loss = 0.006970 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.796808), count: 157, class_loss = 0.782255, iou_loss = 0.568797, total_loss = 1.351052 \n",
            " total_bbox = 3942431, rewritten_bbox = 0.034420 % \n",
            "\n",
            " 11899: 0.655505, 0.618895 avg loss, 0.000010 rate, 1.120837 seconds, 761536 images, 0.062930 hours left\n",
            "Loaded: 0.000056 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.794717), count: 1, class_loss = 0.000125, iou_loss = 0.001952, total_loss = 0.002076 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.786930), count: 160, class_loss = 0.844473, iou_loss = 0.600856, total_loss = 1.445329 \n",
            " total_bbox = 3942592, rewritten_bbox = 0.034419 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.650593), count: 4, class_loss = 0.087564, iou_loss = 0.032192, total_loss = 0.119756 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.805262), count: 184, class_loss = 0.709914, iou_loss = 0.575082, total_loss = 1.284996 \n",
            " total_bbox = 3942780, rewritten_bbox = 0.034417 % \n",
            "\n",
            " 11900: 0.713039, 0.628309 avg loss, 0.000010 rate, 1.121252 seconds, 761600 images, 0.062616 hours left\n",
            "Saving weights to /mydrive/modelbackup//yolov3-tiny-custom_last.weights\n",
            "Loaded: 0.000093 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.648705), count: 1, class_loss = 0.001461, iou_loss = 0.004239, total_loss = 0.005700 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.817679), count: 184, class_loss = 0.708295, iou_loss = 0.412081, total_loss = 1.120376 \n",
            " total_bbox = 3942965, rewritten_bbox = 0.034416 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.586514), count: 4, class_loss = 0.071188, iou_loss = 0.030224, total_loss = 0.101413 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.802618), count: 178, class_loss = 0.760256, iou_loss = 0.584411, total_loss = 1.344667 \n",
            " total_bbox = 3943147, rewritten_bbox = 0.034414 % \n",
            "\n",
            " 11901: 0.643039, 0.629782 avg loss, 0.000010 rate, 0.909956 seconds, 761664 images, 0.062301 hours left\n",
            "Loaded: 0.119322 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.691880), count: 1, class_loss = 0.000038, iou_loss = 0.007091, total_loss = 0.007129 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.801234), count: 168, class_loss = 0.662408, iou_loss = 0.481254, total_loss = 1.143662 \n",
            " total_bbox = 3943316, rewritten_bbox = 0.034413 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.792735), count: 2, class_loss = 0.004172, iou_loss = 0.003722, total_loss = 0.007894 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.804095), count: 156, class_loss = 0.578586, iou_loss = 0.431476, total_loss = 1.010063 \n",
            " total_bbox = 3943474, rewritten_bbox = 0.034411 % \n",
            "\n",
            " 11902: 0.542187, 0.621022 avg loss, 0.000010 rate, 0.988030 seconds, 761728 images, 0.061929 hours left\n",
            "Loaded: 0.000062 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.000364, iou_loss = 0.000000, total_loss = 0.000364 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.781817), count: 177, class_loss = 0.821117, iou_loss = 0.615333, total_loss = 1.436450 \n",
            " total_bbox = 3943651, rewritten_bbox = 0.034435 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.742055), count: 6, class_loss = 0.171111, iou_loss = 0.033540, total_loss = 0.204651 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.799697), count: 156, class_loss = 1.237053, iou_loss = 0.558074, total_loss = 1.795128 \n",
            " total_bbox = 3943813, rewritten_bbox = 0.034459 % \n",
            "\n",
            " 11903: 0.859148, 0.644835 avg loss, 0.000010 rate, 1.123024 seconds, 761792 images, 0.061611 hours left\n",
            "Loaded: 0.000075 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.748832), count: 2, class_loss = 0.052471, iou_loss = 0.009136, total_loss = 0.061607 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.796947), count: 174, class_loss = 0.870269, iou_loss = 0.503973, total_loss = 1.374242 \n",
            " total_bbox = 3943989, rewritten_bbox = 0.034458 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.672069), count: 3, class_loss = 0.020506, iou_loss = 0.033542, total_loss = 0.054048 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.793978), count: 148, class_loss = 0.737167, iou_loss = 0.505017, total_loss = 1.242184 \n",
            " total_bbox = 3944140, rewritten_bbox = 0.034456 % \n",
            "\n",
            " 11904: 0.683020, 0.648654 avg loss, 0.000010 rate, 1.121000 seconds, 761856 images, 0.061298 hours left\n",
            "Loaded: 0.000058 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.746784), count: 3, class_loss = 0.063770, iou_loss = 0.011891, total_loss = 0.075661 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.797252), count: 167, class_loss = 0.558461, iou_loss = 0.465140, total_loss = 1.023600 \n",
            " total_bbox = 3944310, rewritten_bbox = 0.034455 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.691358), count: 2, class_loss = 0.010379, iou_loss = 0.016519, total_loss = 0.026898 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.795271), count: 182, class_loss = 0.797996, iou_loss = 0.562789, total_loss = 1.360785 \n",
            " total_bbox = 3944494, rewritten_bbox = 0.034453 % \n",
            "\n",
            " 11905: 0.621736, 0.645962 avg loss, 0.000010 rate, 1.150578 seconds, 761920 images, 0.060983 hours left\n",
            "Loaded: 0.000063 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.002814, iou_loss = 0.000000, total_loss = 0.002814 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.790061), count: 173, class_loss = 0.698869, iou_loss = 0.559984, total_loss = 1.258852 \n",
            " total_bbox = 3944667, rewritten_bbox = 0.034452 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.797786), count: 1, class_loss = 0.000696, iou_loss = 0.003315, total_loss = 0.004011 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.803046), count: 147, class_loss = 0.518038, iou_loss = 0.452649, total_loss = 0.970687 \n",
            " total_bbox = 3944815, rewritten_bbox = 0.034450 % \n",
            "\n",
            " 11906: 0.559091, 0.637275 avg loss, 0.000010 rate, 1.155070 seconds, 761984 images, 0.060677 hours left\n",
            "Loaded: 0.024998 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.646398), count: 1, class_loss = 0.011022, iou_loss = 0.010683, total_loss = 0.021705 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.785905), count: 156, class_loss = 0.714445, iou_loss = 0.537029, total_loss = 1.251474 \n",
            " total_bbox = 3944972, rewritten_bbox = 0.034449 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.673717), count: 2, class_loss = 0.000046, iou_loss = 0.011792, total_loss = 0.011838 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.797989), count: 156, class_loss = 0.789139, iou_loss = 0.459545, total_loss = 1.248684 \n",
            " total_bbox = 3945130, rewritten_bbox = 0.034448 % \n",
            "\n",
            " 11907: 0.633425, 0.636890 avg loss, 0.000010 rate, 1.092069 seconds, 762048 images, 0.060372 hours left\n",
            "Loaded: 0.000051 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.001848, iou_loss = 0.000000, total_loss = 0.001848 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.790518), count: 161, class_loss = 0.679942, iou_loss = 0.560616, total_loss = 1.240558 \n",
            " total_bbox = 3945291, rewritten_bbox = 0.034446 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.000034, iou_loss = 0.000000, total_loss = 0.000034 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.780198), count: 143, class_loss = 0.941943, iou_loss = 0.474352, total_loss = 1.416296 \n",
            " total_bbox = 3945434, rewritten_bbox = 0.034445 % \n",
            "\n",
            " 11908: 0.664684, 0.639669 avg loss, 0.000010 rate, 1.138466 seconds, 762112 images, 0.060057 hours left\n",
            "Loaded: 0.000081 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.790576), count: 2, class_loss = 0.008066, iou_loss = 0.007341, total_loss = 0.015407 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.807477), count: 179, class_loss = 0.619104, iou_loss = 0.477585, total_loss = 1.096689 \n",
            " total_bbox = 3945615, rewritten_bbox = 0.034443 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.685491), count: 2, class_loss = 0.023632, iou_loss = 0.021183, total_loss = 0.044815 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.790885), count: 158, class_loss = 0.809209, iou_loss = 0.562392, total_loss = 1.371601 \n",
            " total_bbox = 3945775, rewritten_bbox = 0.034442 % \n",
            "\n",
            " 11909: 0.632128, 0.638915 avg loss, 0.000010 rate, 1.114212 seconds, 762176 images, 0.059747 hours left\n",
            "Loaded: 0.000093 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.000302, iou_loss = 0.000000, total_loss = 0.000302 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.808606), count: 157, class_loss = 0.460795, iou_loss = 0.395631, total_loss = 0.856426 \n",
            " total_bbox = 3945932, rewritten_bbox = 0.034441 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.000004, iou_loss = 0.000000, total_loss = 0.000004 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.803229), count: 178, class_loss = 0.599662, iou_loss = 0.478445, total_loss = 1.078107 \n",
            " total_bbox = 3946110, rewritten_bbox = 0.034439 % \n",
            "\n",
            " 11910: 0.483710, 0.623395 avg loss, 0.000010 rate, 1.168486 seconds, 762240 images, 0.059432 hours left\n",
            "Loaded: 0.000120 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.000108, iou_loss = 0.000000, total_loss = 0.000108 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.798108), count: 165, class_loss = 0.948156, iou_loss = 0.504954, total_loss = 1.453110 \n",
            " total_bbox = 3946275, rewritten_bbox = 0.034438 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.002020, iou_loss = 0.000000, total_loss = 0.002020 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.802098), count: 170, class_loss = 0.542934, iou_loss = 0.470732, total_loss = 1.013666 \n",
            " total_bbox = 3946445, rewritten_bbox = 0.034436 % \n",
            "\n",
            " 11911: 0.617226, 0.622778 avg loss, 0.000010 rate, 1.137527 seconds, 762304 images, 0.059129 hours left\n",
            "Loaded: 0.000074 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.000955, iou_loss = 0.000000, total_loss = 0.000955 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.806303), count: 170, class_loss = 0.695660, iou_loss = 0.438097, total_loss = 1.133757 \n",
            " total_bbox = 3946615, rewritten_bbox = 0.034435 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.772895), count: 1, class_loss = 0.000000, iou_loss = 0.003952, total_loss = 0.003952 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.814994), count: 158, class_loss = 0.558462, iou_loss = 0.352843, total_loss = 0.911305 \n",
            " total_bbox = 3946774, rewritten_bbox = 0.034433 % \n",
            "\n",
            " 11912: 0.512492, 0.611749 avg loss, 0.000010 rate, 1.131016 seconds, 762368 images, 0.058819 hours left\n",
            "Loaded: 0.000091 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.000109, iou_loss = 0.000000, total_loss = 0.000109 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.788727), count: 173, class_loss = 1.079431, iou_loss = 0.616758, total_loss = 1.696189 \n",
            " total_bbox = 3946947, rewritten_bbox = 0.034432 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.770993), count: 5, class_loss = 0.053378, iou_loss = 0.020831, total_loss = 0.074208 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.785513), count: 168, class_loss = 0.957944, iou_loss = 0.603801, total_loss = 1.561745 \n",
            " total_bbox = 3947120, rewritten_bbox = 0.034430 % \n",
            "\n",
            " 11913: 0.833063, 0.633881 avg loss, 0.000010 rate, 1.138595 seconds, 762432 images, 0.058508 hours left\n",
            "Loaded: 0.000081 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.734697), count: 2, class_loss = 0.007420, iou_loss = 0.009027, total_loss = 0.016447 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.799160), count: 181, class_loss = 0.660132, iou_loss = 0.517750, total_loss = 1.177882 \n",
            " total_bbox = 3947303, rewritten_bbox = 0.034429 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.000137, iou_loss = 0.000000, total_loss = 0.000137 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.798109), count: 173, class_loss = 0.804522, iou_loss = 0.513618, total_loss = 1.318140 \n",
            " total_bbox = 3947476, rewritten_bbox = 0.034427 % \n",
            "\n",
            " 11914: 0.628152, 0.633308 avg loss, 0.000010 rate, 1.135121 seconds, 762496 images, 0.058198 hours left\n",
            "Loaded: 0.000053 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.797247), count: 2, class_loss = 0.034736, iou_loss = 0.005604, total_loss = 0.040340 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.779946), count: 165, class_loss = 0.778902, iou_loss = 0.639295, total_loss = 1.418197 \n",
            " total_bbox = 3947643, rewritten_bbox = 0.034426 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.000272, iou_loss = 0.000000, total_loss = 0.000272 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.778455), count: 187, class_loss = 0.824431, iou_loss = 0.655343, total_loss = 1.479774 \n",
            " total_bbox = 3947830, rewritten_bbox = 0.034424 % \n",
            "\n",
            " 11915: 0.734645, 0.643441 avg loss, 0.000010 rate, 1.147680 seconds, 762560 images, 0.057887 hours left\n",
            "Loaded: 0.000079 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.603237), count: 2, class_loss = 0.033659, iou_loss = 0.014245, total_loss = 0.047904 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.793938), count: 172, class_loss = 0.839747, iou_loss = 0.572323, total_loss = 1.412070 \n",
            " total_bbox = 3948004, rewritten_bbox = 0.034422 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.739348), count: 1, class_loss = 0.013068, iou_loss = 0.004210, total_loss = 0.017278 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.794851), count: 175, class_loss = 0.798873, iou_loss = 0.546343, total_loss = 1.345216 \n",
            " total_bbox = 3948180, rewritten_bbox = 0.034421 % \n",
            "\n",
            " 11916: 0.705617, 0.649659 avg loss, 0.000010 rate, 1.151438 seconds, 762624 images, 0.057579 hours left\n",
            "Loaded: 0.000075 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.748327), count: 1, class_loss = 0.005639, iou_loss = 0.002776, total_loss = 0.008415 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.794515), count: 169, class_loss = 0.806573, iou_loss = 0.567548, total_loss = 1.374120 \n",
            " total_bbox = 3948350, rewritten_bbox = 0.034419 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.812244), count: 2, class_loss = 0.005939, iou_loss = 0.006304, total_loss = 0.012243 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.818523), count: 176, class_loss = 0.492547, iou_loss = 0.398137, total_loss = 0.890684 \n",
            " total_bbox = 3948528, rewritten_bbox = 0.034418 % \n",
            "\n",
            " 11917: 0.571365, 0.641830 avg loss, 0.000010 rate, 1.115860 seconds, 762688 images, 0.057272 hours left\n",
            "Loaded: 0.000078 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.663772), count: 1, class_loss = 0.024312, iou_loss = 0.008974, total_loss = 0.033286 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.790364), count: 152, class_loss = 0.800925, iou_loss = 0.482048, total_loss = 1.282973 \n",
            " total_bbox = 3948681, rewritten_bbox = 0.034417 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.213419), count: 1, class_loss = 0.062593, iou_loss = 0.015741, total_loss = 0.078334 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.785043), count: 149, class_loss = 0.896570, iou_loss = 0.498133, total_loss = 1.394702 \n",
            " total_bbox = 3948831, rewritten_bbox = 0.034415 % \n",
            "\n",
            " 11918: 0.697324, 0.647379 avg loss, 0.000010 rate, 1.112108 seconds, 762752 images, 0.056957 hours left\n",
            "Loaded: 0.000048 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.660448), count: 4, class_loss = 0.084257, iou_loss = 0.036513, total_loss = 0.120770 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.785674), count: 170, class_loss = 1.038788, iou_loss = 0.663394, total_loss = 1.702181 \n",
            " total_bbox = 3949005, rewritten_bbox = 0.034414 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.752798), count: 3, class_loss = 0.011969, iou_loss = 0.013762, total_loss = 0.025731 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.807175), count: 166, class_loss = 0.472725, iou_loss = 0.498472, total_loss = 0.971198 \n",
            " total_bbox = 3949174, rewritten_bbox = 0.034412 % \n",
            "\n",
            " 11919: 0.704970, 0.653138 avg loss, 0.000010 rate, 1.134229 seconds, 762816 images, 0.056640 hours left\n",
            "Loaded: 0.000113 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.655952), count: 1, class_loss = 0.008492, iou_loss = 0.007136, total_loss = 0.015627 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.802707), count: 186, class_loss = 0.577800, iou_loss = 0.498823, total_loss = 1.076623 \n",
            " total_bbox = 3949361, rewritten_bbox = 0.034411 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.007849, iou_loss = 0.000000, total_loss = 0.007849 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.795427), count: 172, class_loss = 0.568396, iou_loss = 0.538914, total_loss = 1.107310 \n",
            " total_bbox = 3949533, rewritten_bbox = 0.034409 % \n",
            "\n",
            " 11920: 0.551852, 0.643010 avg loss, 0.000010 rate, 1.149739 seconds, 762880 images, 0.056329 hours left\n",
            "Loaded: 0.000064 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.000014, iou_loss = 0.000000, total_loss = 0.000014 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.794985), count: 164, class_loss = 0.689293, iou_loss = 0.455958, total_loss = 1.145251 \n",
            " total_bbox = 3949697, rewritten_bbox = 0.034408 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.710001), count: 2, class_loss = 0.063577, iou_loss = 0.023547, total_loss = 0.087124 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.805896), count: 152, class_loss = 0.631630, iou_loss = 0.472371, total_loss = 1.104001 \n",
            " total_bbox = 3949851, rewritten_bbox = 0.034406 % \n",
            "\n",
            " 11921: 0.584097, 0.637118 avg loss, 0.000010 rate, 1.122904 seconds, 762944 images, 0.056021 hours left\n",
            "Loaded: 0.000076 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.000318, iou_loss = 0.000000, total_loss = 0.000318 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.788085), count: 150, class_loss = 0.543413, iou_loss = 0.541070, total_loss = 1.084483 \n",
            " total_bbox = 3950001, rewritten_bbox = 0.034405 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.007783, iou_loss = 0.000000, total_loss = 0.007783 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.815511), count: 144, class_loss = 0.610576, iou_loss = 0.357023, total_loss = 0.967599 \n",
            " total_bbox = 3950145, rewritten_bbox = 0.034404 % \n",
            "\n",
            " 11922: 0.515046, 0.624911 avg loss, 0.000010 rate, 1.117312 seconds, 763008 images, 0.055708 hours left\n",
            "Loaded: 0.000067 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.761554), count: 1, class_loss = 0.002225, iou_loss = 0.002864, total_loss = 0.005089 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.803585), count: 167, class_loss = 0.774898, iou_loss = 0.437277, total_loss = 1.212176 \n",
            " total_bbox = 3950313, rewritten_bbox = 0.034402 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.621571), count: 1, class_loss = 0.062735, iou_loss = 0.011379, total_loss = 0.074115 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.796874), count: 171, class_loss = 0.717994, iou_loss = 0.486190, total_loss = 1.204184 \n",
            " total_bbox = 3950485, rewritten_bbox = 0.034401 % \n",
            "\n",
            " 11923: 0.623891, 0.624809 avg loss, 0.000010 rate, 1.144909 seconds, 763072 images, 0.055393 hours left\n",
            "Loaded: 0.000096 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.917674), count: 1, class_loss = 0.010162, iou_loss = 0.000467, total_loss = 0.010629 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.813797), count: 176, class_loss = 0.622856, iou_loss = 0.498075, total_loss = 1.120932 \n",
            " total_bbox = 3950662, rewritten_bbox = 0.034399 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.574085), count: 5, class_loss = 0.108231, iou_loss = 0.095667, total_loss = 0.203898 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.795452), count: 165, class_loss = 0.867247, iou_loss = 0.568093, total_loss = 1.435340 \n",
            " total_bbox = 3950832, rewritten_bbox = 0.034398 % \n",
            "\n",
            " 11924: 0.692700, 0.631598 avg loss, 0.000010 rate, 1.124237 seconds, 763136 images, 0.055084 hours left\n",
            "Loaded: 0.000042 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.720938), count: 4, class_loss = 0.017921, iou_loss = 0.020913, total_loss = 0.038834 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.788746), count: 158, class_loss = 1.072247, iou_loss = 0.535618, total_loss = 1.607865 \n",
            " total_bbox = 3950994, rewritten_bbox = 0.034422 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.665630), count: 1, class_loss = 0.000936, iou_loss = 0.008434, total_loss = 0.009369 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.787839), count: 168, class_loss = 0.556427, iou_loss = 0.501376, total_loss = 1.057803 \n",
            " total_bbox = 3951163, rewritten_bbox = 0.034446 % \n",
            "\n",
            " 11925: 0.678468, 0.636285 avg loss, 0.000010 rate, 1.132472 seconds, 763200 images, 0.054770 hours left\n",
            "Loaded: 0.000052 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.543174), count: 1, class_loss = 0.000338, iou_loss = 0.023554, total_loss = 0.023891 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.799579), count: 151, class_loss = 0.693214, iou_loss = 0.442662, total_loss = 1.135875 \n",
            " total_bbox = 3951315, rewritten_bbox = 0.034444 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.714875), count: 1, class_loss = 0.000122, iou_loss = 0.006324, total_loss = 0.006446 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.808312), count: 164, class_loss = 0.800900, iou_loss = 0.424951, total_loss = 1.225850 \n",
            " total_bbox = 3951480, rewritten_bbox = 0.034443 % \n",
            "\n",
            " 11926: 0.598016, 0.632458 avg loss, 0.000010 rate, 1.133943 seconds, 763264 images, 0.054458 hours left\n",
            "Loaded: 0.000086 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.720335), count: 2, class_loss = 0.032818, iou_loss = 0.011588, total_loss = 0.044406 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.796823), count: 178, class_loss = 0.709047, iou_loss = 0.522212, total_loss = 1.231259 \n",
            " total_bbox = 3951660, rewritten_bbox = 0.034441 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.702330), count: 2, class_loss = 0.002461, iou_loss = 0.008272, total_loss = 0.010734 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.798316), count: 154, class_loss = 0.577141, iou_loss = 0.466076, total_loss = 1.043217 \n",
            " total_bbox = 3951816, rewritten_bbox = 0.034440 % \n",
            "\n",
            " 11927: 0.582404, 0.627453 avg loss, 0.000010 rate, 1.132667 seconds, 763328 images, 0.054147 hours left\n",
            "Loaded: 0.000088 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.000361, iou_loss = 0.000000, total_loss = 0.000361 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.800866), count: 178, class_loss = 0.703850, iou_loss = 0.485983, total_loss = 1.189833 \n",
            " total_bbox = 3951994, rewritten_bbox = 0.034438 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.005985, iou_loss = 0.000000, total_loss = 0.005985 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.809360), count: 174, class_loss = 0.766520, iou_loss = 0.434146, total_loss = 1.200666 \n",
            " total_bbox = 3952168, rewritten_bbox = 0.034437 % \n",
            "\n",
            " 11928: 0.599211, 0.624629 avg loss, 0.000010 rate, 1.139948 seconds, 763392 images, 0.053835 hours left\n",
            "Loaded: 0.000068 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.589435), count: 1, class_loss = 0.000888, iou_loss = 0.011556, total_loss = 0.012444 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.791705), count: 144, class_loss = 0.872312, iou_loss = 0.454167, total_loss = 1.326479 \n",
            " total_bbox = 3952313, rewritten_bbox = 0.034436 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.721474), count: 1, class_loss = 0.000301, iou_loss = 0.006341, total_loss = 0.006642 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.791230), count: 153, class_loss = 0.896009, iou_loss = 0.485459, total_loss = 1.381468 \n",
            " total_bbox = 3952467, rewritten_bbox = 0.034434 % \n",
            "\n",
            " 11929: 0.681758, 0.630342 avg loss, 0.000010 rate, 1.112736 seconds, 763456 images, 0.053525 hours left\n",
            "Loaded: 0.000085 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.685463), count: 2, class_loss = 0.038155, iou_loss = 0.014872, total_loss = 0.053027 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.798397), count: 172, class_loss = 0.555589, iou_loss = 0.496893, total_loss = 1.052482 \n",
            " total_bbox = 3952641, rewritten_bbox = 0.034433 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.677181), count: 1, class_loss = 0.003266, iou_loss = 0.010039, total_loss = 0.013305 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.809128), count: 158, class_loss = 0.832533, iou_loss = 0.427948, total_loss = 1.260482 \n",
            " total_bbox = 3952800, rewritten_bbox = 0.034431 % \n",
            "\n",
            " 11930: 0.594824, 0.626790 avg loss, 0.000010 rate, 1.129267 seconds, 763520 images, 0.053209 hours left\n",
            "Loaded: 0.000056 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.560594), count: 2, class_loss = 0.044522, iou_loss = 0.032183, total_loss = 0.076705 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.796542), count: 160, class_loss = 0.688265, iou_loss = 0.530993, total_loss = 1.219258 \n",
            " total_bbox = 3952962, rewritten_bbox = 0.034430 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.636608), count: 1, class_loss = 0.030271, iou_loss = 0.010981, total_loss = 0.041252 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.790342), count: 170, class_loss = 0.643014, iou_loss = 0.535134, total_loss = 1.178148 \n",
            " total_bbox = 3953133, rewritten_bbox = 0.034428 % \n",
            "\n",
            " 11931: 0.628841, 0.626995 avg loss, 0.000010 rate, 1.129735 seconds, 763584 images, 0.052897 hours left\n",
            "Loaded: 0.000085 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.665780), count: 4, class_loss = 0.096345, iou_loss = 0.062630, total_loss = 0.158975 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.805757), count: 177, class_loss = 0.626876, iou_loss = 0.538157, total_loss = 1.165033 \n",
            " total_bbox = 3953314, rewritten_bbox = 0.034427 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.537025), count: 2, class_loss = 0.009463, iou_loss = 0.030091, total_loss = 0.039554 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.796943), count: 154, class_loss = 0.570345, iou_loss = 0.455839, total_loss = 1.026183 \n",
            " total_bbox = 3953470, rewritten_bbox = 0.034425 % \n",
            "\n",
            " 11932: 0.597437, 0.624039 avg loss, 0.000010 rate, 1.124234 seconds, 763648 images, 0.052584 hours left\n",
            "Loaded: 0.000100 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.001431, iou_loss = 0.000000, total_loss = 0.001431 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.803001), count: 156, class_loss = 0.553587, iou_loss = 0.423994, total_loss = 0.977581 \n",
            " total_bbox = 3953626, rewritten_bbox = 0.034424 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.702122), count: 5, class_loss = 0.056893, iou_loss = 0.031086, total_loss = 0.087979 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.806425), count: 175, class_loss = 0.659935, iou_loss = 0.476954, total_loss = 1.136889 \n",
            " total_bbox = 3953806, rewritten_bbox = 0.034423 % \n",
            "\n",
            " 11933: 0.550970, 0.616732 avg loss, 0.000010 rate, 1.114170 seconds, 763712 images, 0.052271 hours left\n",
            "Loaded: 0.000076 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.734416), count: 5, class_loss = 0.005931, iou_loss = 0.026443, total_loss = 0.032374 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.802661), count: 156, class_loss = 0.754567, iou_loss = 0.478435, total_loss = 1.233002 \n",
            " total_bbox = 3953967, rewritten_bbox = 0.034421 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.818380), count: 3, class_loss = 0.023835, iou_loss = 0.009153, total_loss = 0.032988 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.811081), count: 143, class_loss = 0.829606, iou_loss = 0.406247, total_loss = 1.235852 \n",
            " total_bbox = 3954113, rewritten_bbox = 0.034420 % \n",
            "\n",
            " 11934: 0.633554, 0.618414 avg loss, 0.000010 rate, 1.127172 seconds, 763776 images, 0.051955 hours left\n",
            "Loaded: 0.000080 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.756338), count: 3, class_loss = 0.022715, iou_loss = 0.013470, total_loss = 0.036185 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.800877), count: 166, class_loss = 0.749342, iou_loss = 0.498845, total_loss = 1.248187 \n",
            " total_bbox = 3954282, rewritten_bbox = 0.034418 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.000035, iou_loss = 0.000000, total_loss = 0.000035 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.797161), count: 178, class_loss = 0.986496, iou_loss = 0.538721, total_loss = 1.525217 \n",
            " total_bbox = 3954460, rewritten_bbox = 0.034417 % \n",
            "\n",
            " 11935: 0.702406, 0.626814 avg loss, 0.000010 rate, 1.156722 seconds, 763840 images, 0.051643 hours left\n",
            "Loaded: 0.000077 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.000331, iou_loss = 0.000000, total_loss = 0.000331 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.788029), count: 168, class_loss = 0.988956, iou_loss = 0.572627, total_loss = 1.561583 \n",
            " total_bbox = 3954628, rewritten_bbox = 0.034415 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.000025, iou_loss = 0.000000, total_loss = 0.000025 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.804369), count: 178, class_loss = 0.924265, iou_loss = 0.488080, total_loss = 1.412345 \n",
            " total_bbox = 3954806, rewritten_bbox = 0.034414 % \n",
            "\n",
            " 11936: 0.743571, 0.638489 avg loss, 0.000010 rate, 1.118044 seconds, 763904 images, 0.051335 hours left\n",
            "Loaded: 0.000093 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.002828, iou_loss = 0.000000, total_loss = 0.002828 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.800303), count: 178, class_loss = 0.990143, iou_loss = 0.505686, total_loss = 1.495829 \n",
            " total_bbox = 3954984, rewritten_bbox = 0.034412 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.712178), count: 1, class_loss = 0.008789, iou_loss = 0.002775, total_loss = 0.011564 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.781335), count: 147, class_loss = 0.740576, iou_loss = 0.506841, total_loss = 1.247418 \n",
            " total_bbox = 3955132, rewritten_bbox = 0.034411 % \n",
            "\n",
            " 11937: 0.689410, 0.643581 avg loss, 0.000010 rate, 1.123917 seconds, 763968 images, 0.051020 hours left\n",
            "Loaded: 0.000082 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.650551), count: 2, class_loss = 0.072812, iou_loss = 0.021742, total_loss = 0.094554 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.800208), count: 161, class_loss = 0.855004, iou_loss = 0.488566, total_loss = 1.343571 \n",
            " total_bbox = 3955295, rewritten_bbox = 0.034410 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.000818, iou_loss = 0.000000, total_loss = 0.000818 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.790098), count: 166, class_loss = 0.708598, iou_loss = 0.527303, total_loss = 1.235900 \n",
            " total_bbox = 3955461, rewritten_bbox = 0.034408 % \n",
            "\n",
            " 11938: 0.668711, 0.646094 avg loss, 0.000010 rate, 1.087393 seconds, 764032 images, 0.050707 hours left\n",
            "Loaded: 0.000085 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.682466), count: 2, class_loss = 0.090230, iou_loss = 0.017962, total_loss = 0.108192 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.803410), count: 170, class_loss = 0.635226, iou_loss = 0.499715, total_loss = 1.134941 \n",
            " total_bbox = 3955633, rewritten_bbox = 0.034407 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.583753), count: 3, class_loss = 0.013993, iou_loss = 0.066375, total_loss = 0.080368 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.788087), count: 155, class_loss = 1.054364, iou_loss = 0.536264, total_loss = 1.590628 \n",
            " total_bbox = 3955791, rewritten_bbox = 0.034405 % \n",
            "\n",
            " 11939: 0.728532, 0.654338 avg loss, 0.000010 rate, 1.144663 seconds, 764096 images, 0.050387 hours left\n",
            "Loaded: 0.000056 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.798449), count: 1, class_loss = 0.008125, iou_loss = 0.003094, total_loss = 0.011219 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.810373), count: 165, class_loss = 0.586340, iou_loss = 0.424174, total_loss = 1.010514 \n",
            " total_bbox = 3955957, rewritten_bbox = 0.034404 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.763570), count: 6, class_loss = 0.101247, iou_loss = 0.027898, total_loss = 0.129145 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.806267), count: 173, class_loss = 0.708098, iou_loss = 0.541075, total_loss = 1.249173 \n",
            " total_bbox = 3956136, rewritten_bbox = 0.034402 % \n",
            "\n",
            " 11940: 0.600013, 0.648906 avg loss, 0.000010 rate, 1.129841 seconds, 764160 images, 0.050077 hours left\n",
            "Loaded: 0.000105 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.001648, iou_loss = 0.000000, total_loss = 0.001648 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.799315), count: 180, class_loss = 0.582267, iou_loss = 0.580102, total_loss = 1.162369 \n",
            " total_bbox = 3956316, rewritten_bbox = 0.034401 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.726816), count: 4, class_loss = 0.166046, iou_loss = 0.023614, total_loss = 0.189660 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.803713), count: 149, class_loss = 0.795663, iou_loss = 0.442992, total_loss = 1.238655 \n",
            " total_bbox = 3956469, rewritten_bbox = 0.034399 % \n",
            "\n",
            " 11941: 0.648083, 0.648823 avg loss, 0.000010 rate, 1.121179 seconds, 764224 images, 0.049765 hours left\n",
            "Loaded: 0.000079 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.002118, iou_loss = 0.000000, total_loss = 0.002118 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.783893), count: 173, class_loss = 0.781070, iou_loss = 0.558969, total_loss = 1.340039 \n",
            " total_bbox = 3956642, rewritten_bbox = 0.034423 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.000660, iou_loss = 0.000000, total_loss = 0.000660 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.814545), count: 181, class_loss = 0.505989, iou_loss = 0.412260, total_loss = 0.918249 \n",
            " total_bbox = 3956823, rewritten_bbox = 0.034422 % \n",
            "\n",
            " 11942: 0.565267, 0.640468 avg loss, 0.000010 rate, 1.133739 seconds, 764288 images, 0.049451 hours left\n",
            "Loaded: 0.000086 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.689407), count: 1, class_loss = 0.007500, iou_loss = 0.003155, total_loss = 0.010655 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.797994), count: 161, class_loss = 0.832756, iou_loss = 0.448931, total_loss = 1.281687 \n",
            " total_bbox = 3956985, rewritten_bbox = 0.034420 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.709213), count: 3, class_loss = 0.042818, iou_loss = 0.017641, total_loss = 0.060459 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.805744), count: 162, class_loss = 0.534518, iou_loss = 0.490375, total_loss = 1.024893 \n",
            " total_bbox = 3957150, rewritten_bbox = 0.034419 % \n",
            "\n",
            " 11943: 0.594424, 0.635863 avg loss, 0.000010 rate, 1.153080 seconds, 764352 images, 0.049139 hours left\n",
            "Loaded: 0.000076 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.650977), count: 2, class_loss = 0.046940, iou_loss = 0.028382, total_loss = 0.075321 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.812468), count: 165, class_loss = 0.985744, iou_loss = 0.406785, total_loss = 1.392529 \n",
            " total_bbox = 3957317, rewritten_bbox = 0.034417 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.728694), count: 2, class_loss = 0.012816, iou_loss = 0.006318, total_loss = 0.019135 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.789019), count: 170, class_loss = 0.662866, iou_loss = 0.541906, total_loss = 1.204772 \n",
            " total_bbox = 3957489, rewritten_bbox = 0.034416 % \n",
            "\n",
            " 11944: 0.672939, 0.639571 avg loss, 0.000010 rate, 1.155889 seconds, 764416 images, 0.048830 hours left\n",
            "Loaded: 0.000068 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.000040, iou_loss = 0.000000, total_loss = 0.000040 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.796306), count: 155, class_loss = 0.669212, iou_loss = 0.469610, total_loss = 1.138822 \n",
            " total_bbox = 3957644, rewritten_bbox = 0.034414 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.628941), count: 2, class_loss = 0.018621, iou_loss = 0.015566, total_loss = 0.034187 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.797647), count: 168, class_loss = 0.708001, iou_loss = 0.523823, total_loss = 1.231824 \n",
            " total_bbox = 3957814, rewritten_bbox = 0.034413 % \n",
            "\n",
            " 11945: 0.601218, 0.635736 avg loss, 0.000010 rate, 1.121135 seconds, 764480 images, 0.048522 hours left\n",
            "Loaded: 0.000087 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.544242), count: 1, class_loss = 0.034560, iou_loss = 0.022549, total_loss = 0.057109 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.794634), count: 146, class_loss = 0.717625, iou_loss = 0.411703, total_loss = 1.129328 \n",
            " total_bbox = 3957961, rewritten_bbox = 0.034412 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.777998), count: 2, class_loss = 0.003617, iou_loss = 0.009756, total_loss = 0.013373 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.796293), count: 143, class_loss = 0.912118, iou_loss = 0.421342, total_loss = 1.333461 \n",
            " total_bbox = 3958106, rewritten_bbox = 0.034410 % \n",
            "\n",
            " 11946: 0.633318, 0.635494 avg loss, 0.000010 rate, 1.127911 seconds, 764544 images, 0.048208 hours left\n",
            "Loaded: 0.000077 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.006431, iou_loss = 0.000000, total_loss = 0.006431 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.811139), count: 176, class_loss = 0.830008, iou_loss = 0.448103, total_loss = 1.278111 \n",
            " total_bbox = 3958282, rewritten_bbox = 0.034409 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.729973), count: 5, class_loss = 0.021852, iou_loss = 0.017025, total_loss = 0.038877 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.809549), count: 183, class_loss = 0.910116, iou_loss = 0.494001, total_loss = 1.404117 \n",
            " total_bbox = 3958470, rewritten_bbox = 0.034407 % \n",
            "\n",
            " 11947: 0.681884, 0.640133 avg loss, 0.000010 rate, 1.150096 seconds, 764608 images, 0.047895 hours left\n",
            "Loaded: 0.000066 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.000020, iou_loss = 0.000000, total_loss = 0.000020 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.795556), count: 167, class_loss = 0.811734, iou_loss = 0.564855, total_loss = 1.376589 \n",
            " total_bbox = 3958637, rewritten_bbox = 0.034406 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.897419), count: 1, class_loss = 0.000717, iou_loss = 0.000565, total_loss = 0.001282 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.813441), count: 170, class_loss = 0.565979, iou_loss = 0.457693, total_loss = 1.023671 \n",
            " total_bbox = 3958808, rewritten_bbox = 0.034404 % \n",
            "\n",
            " 11948: 0.600391, 0.636159 avg loss, 0.000010 rate, 1.134222 seconds, 764672 images, 0.047585 hours left\n",
            "Loaded: 0.000118 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.686523), count: 2, class_loss = 0.045895, iou_loss = 0.017789, total_loss = 0.063684 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.785626), count: 180, class_loss = 1.181129, iou_loss = 0.784371, total_loss = 1.965500 \n",
            " total_bbox = 3958990, rewritten_bbox = 0.034403 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.000025, iou_loss = 0.000000, total_loss = 0.000025 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.818347), count: 153, class_loss = 0.405937, iou_loss = 0.331477, total_loss = 0.737413 \n",
            " total_bbox = 3959143, rewritten_bbox = 0.034401 % \n",
            "\n",
            " 11949: 0.691655, 0.641708 avg loss, 0.000010 rate, 1.123728 seconds, 764736 images, 0.047273 hours left\n",
            "Loaded: 0.000087 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.466711), count: 1, class_loss = 0.017124, iou_loss = 0.031994, total_loss = 0.049118 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.802665), count: 165, class_loss = 0.521967, iou_loss = 0.518610, total_loss = 1.040576 \n",
            " total_bbox = 3959309, rewritten_bbox = 0.034400 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.710426), count: 1, class_loss = 0.037744, iou_loss = 0.005217, total_loss = 0.042960 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.790434), count: 171, class_loss = 0.900900, iou_loss = 0.585611, total_loss = 1.486511 \n",
            " total_bbox = 3959481, rewritten_bbox = 0.034424 % \n",
            "\n",
            " 11950: 0.654792, 0.643017 avg loss, 0.000010 rate, 1.128055 seconds, 764800 images, 0.046960 hours left\n",
            "Loaded: 0.000071 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.780503), count: 3, class_loss = 0.021013, iou_loss = 0.008562, total_loss = 0.029575 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.811359), count: 159, class_loss = 0.848223, iou_loss = 0.474569, total_loss = 1.322792 \n",
            " total_bbox = 3959643, rewritten_bbox = 0.034422 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.660163), count: 1, class_loss = 0.033394, iou_loss = 0.008006, total_loss = 0.041400 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.802416), count: 167, class_loss = 0.639587, iou_loss = 0.470202, total_loss = 1.109789 \n",
            " total_bbox = 3959811, rewritten_bbox = 0.034421 % \n",
            "\n",
            " 11951: 0.625889, 0.641304 avg loss, 0.000010 rate, 1.143134 seconds, 764864 images, 0.046647 hours left\n",
            "Loaded: 0.000111 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.000018, iou_loss = 0.000000, total_loss = 0.000018 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.816376), count: 170, class_loss = 0.747327, iou_loss = 0.397375, total_loss = 1.144703 \n",
            " total_bbox = 3959981, rewritten_bbox = 0.034419 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.711639), count: 3, class_loss = 0.016091, iou_loss = 0.018705, total_loss = 0.034796 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.810531), count: 163, class_loss = 0.998308, iou_loss = 0.459666, total_loss = 1.457974 \n",
            " total_bbox = 3960147, rewritten_bbox = 0.034418 % \n",
            "\n",
            " 11952: 0.659373, 0.643111 avg loss, 0.000010 rate, 1.104491 seconds, 764928 images, 0.046336 hours left\n",
            "Loaded: 0.000079 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.755472), count: 5, class_loss = 0.063372, iou_loss = 0.025073, total_loss = 0.088446 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.800621), count: 164, class_loss = 0.612159, iou_loss = 0.467504, total_loss = 1.079663 \n",
            " total_bbox = 3960316, rewritten_bbox = 0.034416 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.769631), count: 3, class_loss = 0.109218, iou_loss = 0.016317, total_loss = 0.125535 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.792161), count: 183, class_loss = 0.817339, iou_loss = 0.634712, total_loss = 1.452051 \n",
            " total_bbox = 3960502, rewritten_bbox = 0.034415 % \n",
            "\n",
            " 11953: 0.686424, 0.647442 avg loss, 0.000010 rate, 1.112411 seconds, 764992 images, 0.046020 hours left\n",
            "Loaded: 0.000085 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.853940), count: 1, class_loss = 0.000035, iou_loss = 0.001012, total_loss = 0.001047 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.801187), count: 166, class_loss = 0.925730, iou_loss = 0.440249, total_loss = 1.365978 \n",
            " total_bbox = 3960669, rewritten_bbox = 0.034413 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.000025, iou_loss = 0.000000, total_loss = 0.000025 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.785737), count: 154, class_loss = 0.557275, iou_loss = 0.495880, total_loss = 1.053155 \n",
            " total_bbox = 3960823, rewritten_bbox = 0.034412 % \n",
            "\n",
            " 11954: 0.605051, 0.643203 avg loss, 0.000010 rate, 1.108289 seconds, 765056 images, 0.045705 hours left\n",
            "Loaded: 0.000061 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.013895, iou_loss = 0.000000, total_loss = 0.013895 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.804293), count: 168, class_loss = 0.642079, iou_loss = 0.447937, total_loss = 1.090016 \n",
            " total_bbox = 3960991, rewritten_bbox = 0.034411 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.713474), count: 1, class_loss = 0.001501, iou_loss = 0.006612, total_loss = 0.008113 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.805939), count: 165, class_loss = 0.641160, iou_loss = 0.461969, total_loss = 1.103129 \n",
            " total_bbox = 3961157, rewritten_bbox = 0.034409 % \n",
            "\n",
            " 11955: 0.553788, 0.634261 avg loss, 0.000010 rate, 1.108223 seconds, 765120 images, 0.045390 hours left\n",
            "Loaded: 0.000084 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.000114, iou_loss = 0.000000, total_loss = 0.000114 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.787482), count: 168, class_loss = 0.696018, iou_loss = 0.533390, total_loss = 1.229408 \n",
            " total_bbox = 3961325, rewritten_bbox = 0.034433 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.611859), count: 3, class_loss = 0.058417, iou_loss = 0.025969, total_loss = 0.084386 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.783778), count: 142, class_loss = 0.928852, iou_loss = 0.530953, total_loss = 1.459805 \n",
            " total_bbox = 3961470, rewritten_bbox = 0.034432 % \n",
            "\n",
            " 11956: 0.693428, 0.640178 avg loss, 0.000010 rate, 1.117514 seconds, 765184 images, 0.045074 hours left\n",
            "Loaded: 0.000083 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.719760), count: 2, class_loss = 0.047659, iou_loss = 0.013573, total_loss = 0.061232 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.802060), count: 162, class_loss = 1.051712, iou_loss = 0.466626, total_loss = 1.518338 \n",
            " total_bbox = 3961634, rewritten_bbox = 0.034430 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.740585), count: 3, class_loss = 0.041436, iou_loss = 0.011531, total_loss = 0.052968 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.801032), count: 172, class_loss = 1.063637, iou_loss = 0.543102, total_loss = 1.606739 \n",
            " total_bbox = 3961809, rewritten_bbox = 0.034429 % \n",
            "\n",
            " 11957: 0.809819, 0.657142 avg loss, 0.000010 rate, 1.136835 seconds, 765248 images, 0.044760 hours left\n",
            "Loaded: 0.000057 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.009548, iou_loss = 0.000000, total_loss = 0.009548 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.802980), count: 160, class_loss = 0.624935, iou_loss = 0.454073, total_loss = 1.079008 \n",
            " total_bbox = 3961969, rewritten_bbox = 0.034427 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.640670), count: 3, class_loss = 0.079968, iou_loss = 0.016264, total_loss = 0.096232 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.799333), count: 171, class_loss = 0.835592, iou_loss = 0.521111, total_loss = 1.356703 \n",
            " total_bbox = 3962143, rewritten_bbox = 0.034426 % \n",
            "\n",
            " 11958: 0.635373, 0.654965 avg loss, 0.000010 rate, 1.121992 seconds, 765312 images, 0.044448 hours left\n",
            "Loaded: 0.000079 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.717464), count: 1, class_loss = 0.001677, iou_loss = 0.002126, total_loss = 0.003803 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.816781), count: 153, class_loss = 0.595037, iou_loss = 0.339308, total_loss = 0.934345 \n",
            " total_bbox = 3962297, rewritten_bbox = 0.034424 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.000532, iou_loss = 0.000000, total_loss = 0.000532 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.780099), count: 172, class_loss = 1.223027, iou_loss = 0.724858, total_loss = 1.947884 \n",
            " total_bbox = 3962469, rewritten_bbox = 0.034423 % \n",
            "\n",
            " 11959: 0.721641, 0.661633 avg loss, 0.000010 rate, 1.110100 seconds, 765376 images, 0.044135 hours left\n",
            "Loaded: 0.000080 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.004459, iou_loss = 0.000000, total_loss = 0.004459 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.789295), count: 166, class_loss = 0.933762, iou_loss = 0.590267, total_loss = 1.524030 \n",
            " total_bbox = 3962635, rewritten_bbox = 0.034422 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.001127, iou_loss = 0.000000, total_loss = 0.001127 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.799282), count: 167, class_loss = 0.740787, iou_loss = 0.497698, total_loss = 1.238486 \n",
            " total_bbox = 3962802, rewritten_bbox = 0.034420 % \n",
            "\n",
            " 11960: 0.692025, 0.664672 avg loss, 0.000010 rate, 1.148971 seconds, 765440 images, 0.043820 hours left\n",
            "Loaded: 0.000071 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.846879), count: 1, class_loss = 0.000262, iou_loss = 0.001374, total_loss = 0.001636 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.798719), count: 173, class_loss = 0.609116, iou_loss = 0.550992, total_loss = 1.160108 \n",
            " total_bbox = 3962976, rewritten_bbox = 0.034419 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.598074), count: 2, class_loss = 0.027418, iou_loss = 0.026070, total_loss = 0.053488 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.796326), count: 165, class_loss = 1.090289, iou_loss = 0.508113, total_loss = 1.598402 \n",
            " total_bbox = 3963143, rewritten_bbox = 0.034417 % \n",
            "\n",
            " 11961: 0.703409, 0.668546 avg loss, 0.000010 rate, 1.155555 seconds, 765504 images, 0.043509 hours left\n",
            "Loaded: 0.000097 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.000022, iou_loss = 0.000000, total_loss = 0.000022 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.796440), count: 169, class_loss = 0.937621, iou_loss = 0.541462, total_loss = 1.479083 \n",
            " total_bbox = 3963312, rewritten_bbox = 0.034416 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.000176, iou_loss = 0.000000, total_loss = 0.000176 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.812253), count: 160, class_loss = 0.544297, iou_loss = 0.397419, total_loss = 0.941717 \n",
            " total_bbox = 3963472, rewritten_bbox = 0.034414 % \n",
            "\n",
            " 11962: 0.605249, 0.662216 avg loss, 0.000010 rate, 1.127533 seconds, 765568 images, 0.043199 hours left\n",
            "Loaded: 0.000107 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.812859), count: 1, class_loss = 0.031514, iou_loss = 0.001600, total_loss = 0.033114 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.790539), count: 162, class_loss = 0.696983, iou_loss = 0.544798, total_loss = 1.241781 \n",
            " total_bbox = 3963635, rewritten_bbox = 0.034413 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.652286), count: 1, class_loss = 0.001171, iou_loss = 0.002631, total_loss = 0.003802 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.791385), count: 174, class_loss = 0.759373, iou_loss = 0.551446, total_loss = 1.310818 \n",
            " total_bbox = 3963810, rewritten_bbox = 0.034411 % \n",
            "\n",
            " 11963: 0.647379, 0.660732 avg loss, 0.000010 rate, 1.132596 seconds, 765632 images, 0.042886 hours left\n",
            "Loaded: 0.000116 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.756877), count: 3, class_loss = 0.040897, iou_loss = 0.016354, total_loss = 0.057250 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.796216), count: 169, class_loss = 0.826782, iou_loss = 0.492673, total_loss = 1.319455 \n",
            " total_bbox = 3963982, rewritten_bbox = 0.034410 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.607890), count: 2, class_loss = 0.091859, iou_loss = 0.020658, total_loss = 0.112516 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.786734), count: 158, class_loss = 1.051272, iou_loss = 0.563807, total_loss = 1.615079 \n",
            " total_bbox = 3964142, rewritten_bbox = 0.034408 % \n",
            "\n",
            " 11964: 0.776075, 0.672267 avg loss, 0.000010 rate, 1.136269 seconds, 765696 images, 0.042574 hours left\n",
            "Loaded: 0.000060 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.000254, iou_loss = 0.000000, total_loss = 0.000254 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.796117), count: 150, class_loss = 0.728487, iou_loss = 0.491705, total_loss = 1.220192 \n",
            " total_bbox = 3964292, rewritten_bbox = 0.034407 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.550393), count: 3, class_loss = 0.146087, iou_loss = 0.045146, total_loss = 0.191233 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.794041), count: 159, class_loss = 1.017609, iou_loss = 0.609061, total_loss = 1.626670 \n",
            " total_bbox = 3964454, rewritten_bbox = 0.034406 % \n",
            "\n",
            " 11965: 0.759587, 0.680999 avg loss, 0.000010 rate, 1.090709 seconds, 765760 images, 0.042262 hours left\n",
            "Loaded: 0.000061 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.000013, iou_loss = 0.000000, total_loss = 0.000013 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.814028), count: 174, class_loss = 0.714570, iou_loss = 0.428627, total_loss = 1.143196 \n",
            " total_bbox = 3964628, rewritten_bbox = 0.034404 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.528306), count: 3, class_loss = 0.129836, iou_loss = 0.073770, total_loss = 0.203607 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.783791), count: 162, class_loss = 0.925149, iou_loss = 0.638808, total_loss = 1.563957 \n",
            " total_bbox = 3964793, rewritten_bbox = 0.034428 % \n",
            "\n",
            " 11966: 0.727693, 0.685668 avg loss, 0.000010 rate, 1.113394 seconds, 765824 images, 0.041945 hours left\n",
            "Loaded: 0.000082 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.907459), count: 1, class_loss = 0.009521, iou_loss = 0.000586, total_loss = 0.010107 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.816208), count: 175, class_loss = 0.646981, iou_loss = 0.427276, total_loss = 1.074257 \n",
            " total_bbox = 3964969, rewritten_bbox = 0.034426 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.646056), count: 4, class_loss = 0.037221, iou_loss = 0.032532, total_loss = 0.069753 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.819589), count: 162, class_loss = 0.683093, iou_loss = 0.431392, total_loss = 1.114486 \n",
            " total_bbox = 3965135, rewritten_bbox = 0.034425 % \n",
            "\n",
            " 11967: 0.567151, 0.673817 avg loss, 0.000010 rate, 1.125197 seconds, 765888 images, 0.041631 hours left\n",
            "Loaded: 0.000087 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.007439, iou_loss = 0.000000, total_loss = 0.007439 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.789150), count: 177, class_loss = 0.574343, iou_loss = 0.589680, total_loss = 1.164023 \n",
            " total_bbox = 3965312, rewritten_bbox = 0.034424 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.840358), count: 1, class_loss = 0.001912, iou_loss = 0.002105, total_loss = 0.004017 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.804113), count: 167, class_loss = 0.339971, iou_loss = 0.457460, total_loss = 0.797431 \n",
            " total_bbox = 3965480, rewritten_bbox = 0.034422 % \n",
            "\n",
            " 11968: 0.493227, 0.655758 avg loss, 0.000010 rate, 1.109322 seconds, 765952 images, 0.041318 hours left\n",
            "Loaded: 0.000075 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.740846), count: 3, class_loss = 0.046242, iou_loss = 0.009769, total_loss = 0.056011 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.817012), count: 173, class_loss = 0.519967, iou_loss = 0.390397, total_loss = 0.910363 \n",
            " total_bbox = 3965656, rewritten_bbox = 0.034421 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.636506), count: 4, class_loss = 0.040236, iou_loss = 0.046953, total_loss = 0.087189 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.803483), count: 175, class_loss = 0.619465, iou_loss = 0.502781, total_loss = 1.122246 \n",
            " total_bbox = 3965835, rewritten_bbox = 0.034419 % \n",
            "\n",
            " 11969: 0.543953, 0.644577 avg loss, 0.000010 rate, 1.133806 seconds, 766016 images, 0.041003 hours left\n",
            "Loaded: 0.000050 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.694338), count: 1, class_loss = 0.029269, iou_loss = 0.001787, total_loss = 0.031056 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.796303), count: 173, class_loss = 0.532062, iou_loss = 0.503775, total_loss = 1.035838 \n",
            " total_bbox = 3966009, rewritten_bbox = 0.034417 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.641319), count: 1, class_loss = 0.010634, iou_loss = 0.004839, total_loss = 0.015473 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.792545), count: 155, class_loss = 0.946514, iou_loss = 0.481108, total_loss = 1.427622 \n",
            " total_bbox = 3966165, rewritten_bbox = 0.034416 % \n",
            "\n",
            " 11970: 0.627497, 0.642869 avg loss, 0.000010 rate, 1.124578 seconds, 766080 images, 0.040691 hours left\n",
            "Loaded: 0.000099 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.001685, iou_loss = 0.000000, total_loss = 0.001685 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.808746), count: 147, class_loss = 0.731670, iou_loss = 0.339541, total_loss = 1.071212 \n",
            " total_bbox = 3966312, rewritten_bbox = 0.034415 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.810117), count: 4, class_loss = 0.085258, iou_loss = 0.010308, total_loss = 0.095566 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.812121), count: 165, class_loss = 0.700226, iou_loss = 0.414731, total_loss = 1.114957 \n",
            " total_bbox = 3966481, rewritten_bbox = 0.034413 % \n",
            "\n",
            " 11971: 0.570855, 0.635668 avg loss, 0.000010 rate, 1.126616 seconds, 766144 images, 0.040378 hours left\n",
            "Loaded: 0.000073 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.700440), count: 2, class_loss = 0.022809, iou_loss = 0.014131, total_loss = 0.036940 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.797763), count: 166, class_loss = 0.772669, iou_loss = 0.476388, total_loss = 1.249056 \n",
            " total_bbox = 3966649, rewritten_bbox = 0.034412 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.748876), count: 3, class_loss = 0.015250, iou_loss = 0.006756, total_loss = 0.022005 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.789578), count: 160, class_loss = 0.794056, iou_loss = 0.520811, total_loss = 1.314867 \n",
            " total_bbox = 3966812, rewritten_bbox = 0.034411 % \n",
            "\n",
            " 11972: 0.655717, 0.637673 avg loss, 0.000010 rate, 1.127192 seconds, 766208 images, 0.040065 hours left\n",
            "Loaded: 0.000075 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.727896), count: 2, class_loss = 0.062155, iou_loss = 0.012644, total_loss = 0.074799 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.795608), count: 188, class_loss = 0.823846, iou_loss = 0.538488, total_loss = 1.362335 \n",
            " total_bbox = 3967002, rewritten_bbox = 0.034409 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.591942), count: 1, class_loss = 0.018261, iou_loss = 0.019699, total_loss = 0.037960 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.800332), count: 154, class_loss = 0.518024, iou_loss = 0.424692, total_loss = 0.942716 \n",
            " total_bbox = 3967157, rewritten_bbox = 0.034408 % \n",
            "\n",
            " 11973: 0.604453, 0.634351 avg loss, 0.000010 rate, 1.133848 seconds, 766272 images, 0.039752 hours left\n",
            "Loaded: 0.000057 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.822370), count: 1, class_loss = 0.002534, iou_loss = 0.001928, total_loss = 0.004463 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.793593), count: 175, class_loss = 0.786553, iou_loss = 0.587286, total_loss = 1.373839 \n",
            " total_bbox = 3967333, rewritten_bbox = 0.034406 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.002197, iou_loss = 0.000000, total_loss = 0.002197 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.792210), count: 160, class_loss = 0.713396, iou_loss = 0.502403, total_loss = 1.215799 \n",
            " total_bbox = 3967493, rewritten_bbox = 0.034405 % \n",
            "\n",
            " 11974: 0.649074, 0.635823 avg loss, 0.000010 rate, 1.148807 seconds, 766336 images, 0.039439 hours left\n",
            "Loaded: 0.000070 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.688043), count: 5, class_loss = 0.042985, iou_loss = 0.026737, total_loss = 0.069722 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.808065), count: 157, class_loss = 0.531867, iou_loss = 0.424897, total_loss = 0.956764 \n",
            " total_bbox = 3967655, rewritten_bbox = 0.034403 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.028011, iou_loss = 0.000000, total_loss = 0.028011 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.798888), count: 159, class_loss = 0.803605, iou_loss = 0.452171, total_loss = 1.255776 \n",
            " total_bbox = 3967814, rewritten_bbox = 0.034402 % \n",
            "\n",
            " 11975: 0.577568, 0.629998 avg loss, 0.000010 rate, 1.143516 seconds, 766400 images, 0.039128 hours left\n",
            "Loaded: 0.000069 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.857500), count: 1, class_loss = 0.007672, iou_loss = 0.001210, total_loss = 0.008882 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.812209), count: 172, class_loss = 0.678843, iou_loss = 0.480175, total_loss = 1.159017 \n",
            " total_bbox = 3967987, rewritten_bbox = 0.034400 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.768548), count: 1, class_loss = 0.000060, iou_loss = 0.002998, total_loss = 0.003058 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.798062), count: 170, class_loss = 0.691723, iou_loss = 0.491936, total_loss = 1.183659 \n",
            " total_bbox = 3968158, rewritten_bbox = 0.034399 % \n",
            "\n",
            " 11976: 0.588654, 0.625863 avg loss, 0.000010 rate, 1.112205 seconds, 766464 images, 0.038816 hours left\n",
            "Loaded: 0.000085 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.732720), count: 2, class_loss = 0.005093, iou_loss = 0.005060, total_loss = 0.010153 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.800905), count: 156, class_loss = 0.487790, iou_loss = 0.460703, total_loss = 0.948492 \n",
            " total_bbox = 3968316, rewritten_bbox = 0.034397 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.003424, iou_loss = 0.000000, total_loss = 0.003424 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.800024), count: 152, class_loss = 0.376650, iou_loss = 0.439026, total_loss = 0.815676 \n",
            " total_bbox = 3968468, rewritten_bbox = 0.034396 % \n",
            "\n",
            " 11977: 0.444436, 0.607720 avg loss, 0.000010 rate, 1.157881 seconds, 766528 images, 0.038502 hours left\n",
            "Loaded: 0.000068 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.001515, iou_loss = 0.000000, total_loss = 0.001515 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.792785), count: 174, class_loss = 0.760856, iou_loss = 0.586161, total_loss = 1.347017 \n",
            " total_bbox = 3968642, rewritten_bbox = 0.034395 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.000015, iou_loss = 0.000000, total_loss = 0.000015 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.793368), count: 168, class_loss = 0.751546, iou_loss = 0.542327, total_loss = 1.293873 \n",
            " total_bbox = 3968810, rewritten_bbox = 0.034393 % \n",
            "\n",
            " 11978: 0.660605, 0.613009 avg loss, 0.000010 rate, 1.118536 seconds, 766592 images, 0.038191 hours left\n",
            "Loaded: 0.000051 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.719216), count: 1, class_loss = 0.018942, iou_loss = 0.002672, total_loss = 0.021614 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.802750), count: 183, class_loss = 0.744684, iou_loss = 0.521541, total_loss = 1.266226 \n",
            " total_bbox = 3968994, rewritten_bbox = 0.034392 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.689123), count: 1, class_loss = 0.018868, iou_loss = 0.005259, total_loss = 0.024127 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.817914), count: 170, class_loss = 0.566594, iou_loss = 0.409373, total_loss = 0.975967 \n",
            " total_bbox = 3969165, rewritten_bbox = 0.034390 % \n",
            "\n",
            " 11979: 0.571983, 0.608906 avg loss, 0.000010 rate, 1.122729 seconds, 766656 images, 0.037877 hours left\n",
            "Loaded: 0.000045 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.575063), count: 2, class_loss = 0.001966, iou_loss = 0.021314, total_loss = 0.023280 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.792220), count: 145, class_loss = 0.932169, iou_loss = 0.488504, total_loss = 1.420673 \n",
            " total_bbox = 3969312, rewritten_bbox = 0.034389 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.018725, iou_loss = 0.000000, total_loss = 0.018725 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.807911), count: 156, class_loss = 0.620842, iou_loss = 0.435023, total_loss = 1.055864 \n",
            " total_bbox = 3969468, rewritten_bbox = 0.034387 % \n",
            "\n",
            " 11980: 0.629636, 0.610979 avg loss, 0.000010 rate, 1.125432 seconds, 766720 images, 0.037564 hours left\n",
            "Loaded: 0.000077 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.001216, iou_loss = 0.000000, total_loss = 0.001216 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.811408), count: 163, class_loss = 0.562520, iou_loss = 0.422591, total_loss = 0.985112 \n",
            " total_bbox = 3969631, rewritten_bbox = 0.034386 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.702199), count: 3, class_loss = 0.044182, iou_loss = 0.017840, total_loss = 0.062021 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.804944), count: 161, class_loss = 0.795601, iou_loss = 0.461467, total_loss = 1.257068 \n",
            " total_bbox = 3969795, rewritten_bbox = 0.034385 % \n",
            "\n",
            " 11981: 0.576354, 0.607517 avg loss, 0.000010 rate, 1.116908 seconds, 766784 images, 0.037251 hours left\n",
            "Loaded: 0.000067 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.000637, iou_loss = 0.000000, total_loss = 0.000637 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.800720), count: 164, class_loss = 0.688424, iou_loss = 0.452681, total_loss = 1.141105 \n",
            " total_bbox = 3969959, rewritten_bbox = 0.034383 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.802784), count: 3, class_loss = 0.027700, iou_loss = 0.014805, total_loss = 0.042505 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.807027), count: 152, class_loss = 0.647083, iou_loss = 0.407750, total_loss = 1.054833 \n",
            " total_bbox = 3970114, rewritten_bbox = 0.034382 % \n",
            "\n",
            " 11982: 0.559770, 0.602742 avg loss, 0.000010 rate, 1.168649 seconds, 766848 images, 0.036938 hours left\n",
            "Loaded: 0.000046 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.764341), count: 1, class_loss = 0.000040, iou_loss = 0.003297, total_loss = 0.003338 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.813923), count: 157, class_loss = 0.471149, iou_loss = 0.358190, total_loss = 0.829338 \n",
            " total_bbox = 3970272, rewritten_bbox = 0.034381 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.612821), count: 2, class_loss = 0.088032, iou_loss = 0.022408, total_loss = 0.110440 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.800112), count: 149, class_loss = 0.804762, iou_loss = 0.436525, total_loss = 1.241288 \n",
            " total_bbox = 3970423, rewritten_bbox = 0.034379 % \n",
            "\n",
            " 11983: 0.546101, 0.597078 avg loss, 0.000010 rate, 1.144521 seconds, 766912 images, 0.036627 hours left\n",
            "Loaded: 0.000081 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.758258), count: 1, class_loss = 0.003110, iou_loss = 0.002755, total_loss = 0.005865 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.796863), count: 174, class_loss = 0.707545, iou_loss = 0.492197, total_loss = 1.199741 \n",
            " total_bbox = 3970598, rewritten_bbox = 0.034403 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.692952), count: 3, class_loss = 0.008690, iou_loss = 0.014632, total_loss = 0.023322 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.799147), count: 151, class_loss = 0.623247, iou_loss = 0.437524, total_loss = 1.060771 \n",
            " total_bbox = 3970752, rewritten_bbox = 0.034402 % \n",
            "\n",
            " 11984: 0.572425, 0.594613 avg loss, 0.000010 rate, 1.090913 seconds, 766976 images, 0.036314 hours left\n",
            "Loaded: 0.000054 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.000192, iou_loss = 0.000000, total_loss = 0.000192 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.800826), count: 154, class_loss = 0.856062, iou_loss = 0.416925, total_loss = 1.272987 \n",
            " total_bbox = 3970906, rewritten_bbox = 0.034400 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.000015, iou_loss = 0.000000, total_loss = 0.000015 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.802824), count: 159, class_loss = 0.745389, iou_loss = 0.467235, total_loss = 1.212625 \n",
            " total_bbox = 3971065, rewritten_bbox = 0.034399 % \n",
            "\n",
            " 11985: 0.621455, 0.597297 avg loss, 0.000010 rate, 1.114125 seconds, 767040 images, 0.036000 hours left\n",
            "Loaded: 0.000104 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.827935), count: 1, class_loss = 0.001247, iou_loss = 0.001900, total_loss = 0.003147 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.798125), count: 159, class_loss = 0.534543, iou_loss = 0.475684, total_loss = 1.010227 \n",
            " total_bbox = 3971225, rewritten_bbox = 0.034397 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.593694), count: 1, class_loss = 0.025930, iou_loss = 0.012879, total_loss = 0.038808 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.786551), count: 159, class_loss = 0.850126, iou_loss = 0.512581, total_loss = 1.362707 \n",
            " total_bbox = 3971385, rewritten_bbox = 0.034396 % \n",
            "\n",
            " 11986: 0.603722, 0.597939 avg loss, 0.000010 rate, 1.138170 seconds, 767104 images, 0.035686 hours left\n",
            "Loaded: 0.000106 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.738923), count: 2, class_loss = 0.009597, iou_loss = 0.007993, total_loss = 0.017590 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.800960), count: 182, class_loss = 0.677837, iou_loss = 0.488395, total_loss = 1.166232 \n",
            " total_bbox = 3971569, rewritten_bbox = 0.034394 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.001494, iou_loss = 0.000000, total_loss = 0.001494 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.788311), count: 161, class_loss = 0.745866, iou_loss = 0.535150, total_loss = 1.281016 \n",
            " total_bbox = 3971730, rewritten_bbox = 0.034393 % \n",
            "\n",
            " 11987: 0.616583, 0.599804 avg loss, 0.000010 rate, 1.087897 seconds, 767168 images, 0.035374 hours left\n",
            "Loaded: 0.000089 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.701441), count: 5, class_loss = 0.122382, iou_loss = 0.049087, total_loss = 0.171469 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.793665), count: 147, class_loss = 0.901562, iou_loss = 0.493899, total_loss = 1.395462 \n",
            " total_bbox = 3971882, rewritten_bbox = 0.034392 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.585515), count: 1, class_loss = 0.001746, iou_loss = 0.014567, total_loss = 0.016313 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.788838), count: 179, class_loss = 0.888692, iou_loss = 0.667897, total_loss = 1.556589 \n",
            " total_bbox = 3972062, rewritten_bbox = 0.034390 % \n",
            "\n",
            " 11988: 0.784958, 0.618319 avg loss, 0.000010 rate, 1.123137 seconds, 767232 images, 0.035059 hours left\n",
            "Loaded: 0.000081 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.689031), count: 4, class_loss = 0.010126, iou_loss = 0.023298, total_loss = 0.033424 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.788067), count: 151, class_loss = 0.968083, iou_loss = 0.490533, total_loss = 1.458616 \n",
            " total_bbox = 3972217, rewritten_bbox = 0.034389 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.004558, iou_loss = 0.000000, total_loss = 0.004558 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.812942), count: 169, class_loss = 0.800295, iou_loss = 0.406841, total_loss = 1.207135 \n",
            " total_bbox = 3972386, rewritten_bbox = 0.034387 % \n",
            "\n",
            " 11989: 0.675933, 0.624081 avg loss, 0.000010 rate, 1.148256 seconds, 767296 images, 0.034746 hours left\n",
            "Loaded: 0.000079 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.746741), count: 1, class_loss = 0.027145, iou_loss = 0.004207, total_loss = 0.031352 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.782596), count: 192, class_loss = 0.772386, iou_loss = 0.687645, total_loss = 1.460031 \n",
            " total_bbox = 3972579, rewritten_bbox = 0.034411 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.572031), count: 2, class_loss = 0.016909, iou_loss = 0.042155, total_loss = 0.059063 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.806281), count: 171, class_loss = 0.921016, iou_loss = 0.514185, total_loss = 1.435201 \n",
            " total_bbox = 3972752, rewritten_bbox = 0.034409 % \n",
            "\n",
            " 11990: 0.746412, 0.636314 avg loss, 0.000010 rate, 1.124388 seconds, 767360 images, 0.034434 hours left\n",
            "Loaded: 0.000044 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.614751), count: 2, class_loss = 0.037459, iou_loss = 0.029970, total_loss = 0.067429 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.810969), count: 172, class_loss = 0.607872, iou_loss = 0.459152, total_loss = 1.067023 \n",
            " total_bbox = 3972926, rewritten_bbox = 0.034408 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.792195), count: 1, class_loss = 0.059123, iou_loss = 0.002546, total_loss = 0.061669 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.790426), count: 169, class_loss = 1.003918, iou_loss = 0.542219, total_loss = 1.546137 \n",
            " total_bbox = 3973096, rewritten_bbox = 0.034406 % \n",
            "\n",
            " 11991: 0.685565, 0.641239 avg loss, 0.000010 rate, 1.163051 seconds, 767424 images, 0.034120 hours left\n",
            "Loaded: 0.000076 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.562805), count: 4, class_loss = 0.134850, iou_loss = 0.040446, total_loss = 0.175295 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.809155), count: 145, class_loss = 0.816644, iou_loss = 0.459425, total_loss = 1.276069 \n",
            " total_bbox = 3973245, rewritten_bbox = 0.034405 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.686780), count: 1, class_loss = 0.002920, iou_loss = 0.005163, total_loss = 0.008082 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.815648), count: 166, class_loss = 0.809589, iou_loss = 0.379266, total_loss = 1.188855 \n",
            " total_bbox = 3973412, rewritten_bbox = 0.034404 % \n",
            "\n",
            " 11992: 0.662075, 0.643323 avg loss, 0.000010 rate, 1.142523 seconds, 767488 images, 0.033808 hours left\n",
            "Loaded: 0.000068 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.739416), count: 1, class_loss = 0.003922, iou_loss = 0.005145, total_loss = 0.009067 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.800555), count: 164, class_loss = 0.469543, iou_loss = 0.503553, total_loss = 0.973096 \n",
            " total_bbox = 3973577, rewritten_bbox = 0.034427 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.929598), count: 1, class_loss = 0.082876, iou_loss = 0.001236, total_loss = 0.084112 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.798421), count: 162, class_loss = 0.660491, iou_loss = 0.483060, total_loss = 1.143550 \n",
            " total_bbox = 3973740, rewritten_bbox = 0.034426 % \n",
            "\n",
            " 11993: 0.552456, 0.634236 avg loss, 0.000010 rate, 1.111711 seconds, 767552 images, 0.033496 hours left\n",
            "Loaded: 0.000081 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.772542), count: 1, class_loss = 0.002198, iou_loss = 0.002906, total_loss = 0.005104 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.811376), count: 184, class_loss = 0.697275, iou_loss = 0.406991, total_loss = 1.104266 \n",
            " total_bbox = 3973925, rewritten_bbox = 0.034424 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.534047), count: 2, class_loss = 0.092410, iou_loss = 0.052385, total_loss = 0.144795 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.785807), count: 184, class_loss = 1.062179, iou_loss = 0.620993, total_loss = 1.683172 \n",
            " total_bbox = 3974111, rewritten_bbox = 0.034423 % \n",
            "\n",
            " 11994: 0.734334, 0.644246 avg loss, 0.000010 rate, 1.096750 seconds, 767616 images, 0.033182 hours left\n",
            "Loaded: 0.000043 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.594637), count: 2, class_loss = 0.043558, iou_loss = 0.041802, total_loss = 0.085360 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.776215), count: 152, class_loss = 0.852046, iou_loss = 0.658768, total_loss = 1.510814 \n",
            " total_bbox = 3974265, rewritten_bbox = 0.034421 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.000005, iou_loss = 0.000000, total_loss = 0.000005 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.791679), count: 158, class_loss = 0.686693, iou_loss = 0.490786, total_loss = 1.177480 \n",
            " total_bbox = 3974423, rewritten_bbox = 0.034420 % \n",
            "\n",
            " 11995: 0.693415, 0.649163 avg loss, 0.000010 rate, 1.097043 seconds, 767680 images, 0.032869 hours left\n",
            "Loaded: 0.000066 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.848110), count: 1, class_loss = 0.000174, iou_loss = 0.000690, total_loss = 0.000864 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.814694), count: 163, class_loss = 0.440480, iou_loss = 0.397441, total_loss = 0.837921 \n",
            " total_bbox = 3974587, rewritten_bbox = 0.034419 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.004372, iou_loss = 0.000000, total_loss = 0.004372 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.813156), count: 179, class_loss = 0.450871, iou_loss = 0.439347, total_loss = 0.890219 \n",
            " total_bbox = 3974766, rewritten_bbox = 0.034417 % \n",
            "\n",
            " 11996: 0.433344, 0.627581 avg loss, 0.000010 rate, 1.111044 seconds, 767744 images, 0.032555 hours left\n",
            "Loaded: 0.000051 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.665538), count: 5, class_loss = 0.118408, iou_loss = 0.069366, total_loss = 0.187774 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.789418), count: 176, class_loss = 0.833875, iou_loss = 0.574713, total_loss = 1.408588 \n",
            " total_bbox = 3974947, rewritten_bbox = 0.034416 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.692204), count: 3, class_loss = 0.083397, iou_loss = 0.018367, total_loss = 0.101763 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.789344), count: 140, class_loss = 0.767515, iou_loss = 0.442253, total_loss = 1.209769 \n",
            " total_bbox = 3975090, rewritten_bbox = 0.034414 % \n",
            "\n",
            " 11997: 0.726973, 0.637520 avg loss, 0.000010 rate, 1.106369 seconds, 767808 images, 0.032242 hours left\n",
            "Loaded: 0.000057 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.000000), count: 1, class_loss = 0.004743, iou_loss = 0.000000, total_loss = 0.004743 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.798412), count: 184, class_loss = 0.536961, iou_loss = 0.593646, total_loss = 1.130607 \n",
            " total_bbox = 3975274, rewritten_bbox = 0.034413 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.646775), count: 2, class_loss = 0.024058, iou_loss = 0.016076, total_loss = 0.040134 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.800328), count: 149, class_loss = 0.560755, iou_loss = 0.427695, total_loss = 0.988450 \n",
            " total_bbox = 3975425, rewritten_bbox = 0.034411 % \n",
            "\n",
            " 11998: 0.540984, 0.627866 avg loss, 0.000010 rate, 1.099671 seconds, 767872 images, 0.031929 hours left\n",
            "Loaded: 0.000060 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.774112), count: 1, class_loss = 0.000128, iou_loss = 0.003589, total_loss = 0.003716 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.807797), count: 177, class_loss = 0.577486, iou_loss = 0.483196, total_loss = 1.060682 \n",
            " total_bbox = 3975603, rewritten_bbox = 0.034410 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.644996), count: 3, class_loss = 0.065020, iou_loss = 0.014190, total_loss = 0.079210 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.811010), count: 174, class_loss = 0.718309, iou_loss = 0.506274, total_loss = 1.224583 \n",
            " total_bbox = 3975780, rewritten_bbox = 0.034408 % \n",
            "\n",
            " 11999: 0.592048, 0.624285 avg loss, 0.000010 rate, 1.127611 seconds, 767936 images, 0.031616 hours left\n",
            "Loaded: 0.000069 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.830256), count: 1, class_loss = 0.013852, iou_loss = 0.001711, total_loss = 0.015563 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.788212), count: 149, class_loss = 1.008623, iou_loss = 0.484178, total_loss = 1.492801 \n",
            " total_bbox = 3975930, rewritten_bbox = 0.034407 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.812077), count: 1, class_loss = 0.001952, iou_loss = 0.001945, total_loss = 0.003897 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.799800), count: 171, class_loss = 0.730134, iou_loss = 0.534510, total_loss = 1.264644 \n",
            " total_bbox = 3976102, rewritten_bbox = 0.034406 % \n",
            "\n",
            " 12000: 0.694226, 0.631279 avg loss, 0.000010 rate, 0.993343 seconds, 768000 images, 0.031303 hours left\n",
            "Saving weights to /mydrive/modelbackup//yolov3-tiny-custom_last.weights\n",
            "Saving weights to /mydrive/modelbackup//yolov3-tiny-custom_final.weights\n",
            "If you want to train from the beginning, then use flag in the end of training command: -clear \n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 575
        },
        "id": "jJngDBx5g1Qn",
        "outputId": "dafa2b18-e480-4ea9-8a0c-19cb6087c0ef"
      },
      "source": [
        "def imShow(path):\n",
        "  import cv2\n",
        "  import matplotlib.pyplot as plt\n",
        "  %matplotlib inline\n",
        "\n",
        "  image = cv2.imread(path)\n",
        "  height, width = image.shape[:2]\n",
        "  resized_image = cv2.resize(image,(3*width, 3*height), interpolation = cv2.INTER_CUBIC)\n",
        "\n",
        "  fig = plt.gcf()\n",
        "  fig.set_size_inches(18, 10)\n",
        "  plt.axis(\"off\")\n",
        "  plt.imshow(cv2.cvtColor(resized_image, cv2.COLOR_BGR2RGB))\n",
        "  plt.show()\n",
        "\n",
        "imShow('chart.png')"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1296x720 with 1 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "RYC23QXhcuOB",
        "outputId": "0f21fd36-d457-4c0c-ea97-b646e5d57698"
      },
      "source": [
        "%cd cfg\n",
        "!sed -i 's/batch=64/batch=1/' yolov3_custom.cfg\n",
        "!sed -i 's/subdivisions=16/subdivisions=1/' yolov3_custom.cfg\n",
        "%cd .."
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "/content/drive/My Drive/PCB defect detection/darknet/cfg\n",
            "/content/drive/My Drive/PCB defect detection/darknet\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "QR9cyd_1dE98",
        "outputId": "f51645c2-1df4-4279-ab45-457003a565b1"
      },
      "source": [
        "!./darknet detector test data/custom.data cfg/yolov3-tiny-custom.cfg /mydrive/modelbackup/yolov3-tiny-custom_last.weights /mydrive/pred2.jpg -thresh 0.3\n",
        "imShow('predictions.jpg')"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            " CUDA-version: 11010 (11020), cuDNN: 7.6.5, GPU count: 1  \n",
            " OpenCV version: 3.2.0\n",
            " 0 : compute_capability = 370, cudnn_half = 0, GPU: Tesla K80 \n",
            "net.optimized_memory = 0 \n",
            "mini_batch = 1, batch = 2, time_steps = 1, train = 0 \n",
            "   layer   filters  size/strd(dil)      input                output\n",
            "   0 Create CUDA-stream - 0 \n",
            " Create cudnn-handle 0 \n",
            "conv     16       3 x 3/ 1    416 x 416 x   3 ->  416 x 416 x  16 0.150 BF\n",
            "   1 max                2x 2/ 2    416 x 416 x  16 ->  208 x 208 x  16 0.003 BF\n",
            "   2 conv     32       3 x 3/ 1    208 x 208 x  16 ->  208 x 208 x  32 0.399 BF\n",
            "   3 max                2x 2/ 2    208 x 208 x  32 ->  104 x 104 x  32 0.001 BF\n",
            "   4 conv     64       3 x 3/ 1    104 x 104 x  32 ->  104 x 104 x  64 0.399 BF\n",
            "   5 max                2x 2/ 2    104 x 104 x  64 ->   52 x  52 x  64 0.001 BF\n",
            "   6 conv    128       3 x 3/ 1     52 x  52 x  64 ->   52 x  52 x 128 0.399 BF\n",
            "   7 max                2x 2/ 2     52 x  52 x 128 ->   26 x  26 x 128 0.000 BF\n",
            "   8 conv    256       3 x 3/ 1     26 x  26 x 128 ->   26 x  26 x 256 0.399 BF\n",
            "   9 max                2x 2/ 2     26 x  26 x 256 ->   13 x  13 x 256 0.000 BF\n",
            "  10 conv    512       3 x 3/ 1     13 x  13 x 256 ->   13 x  13 x 512 0.399 BF\n",
            "  11 max                2x 2/ 1     13 x  13 x 512 ->   13 x  13 x 512 0.000 BF\n",
            "  12 conv   1024       3 x 3/ 1     13 x  13 x 512 ->   13 x  13 x1024 1.595 BF\n",
            "  13 conv    256       1 x 1/ 1     13 x  13 x1024 ->   13 x  13 x 256 0.089 BF\n",
            "  14 conv    512       3 x 3/ 1     13 x  13 x 256 ->   13 x  13 x 512 0.399 BF\n",
            "  15 conv     33       1 x 1/ 1     13 x  13 x 512 ->   13 x  13 x  33 0.006 BF\n",
            "  16 yolo\n",
            "[yolo] params: iou loss: mse (2), iou_norm: 0.75, obj_norm: 1.00, cls_norm: 1.00, delta_norm: 1.00, scale_x_y: 1.00\n",
            "  17 route  13 \t\t                           ->   13 x  13 x 256 \n",
            "  18 conv    128       1 x 1/ 1     13 x  13 x 256 ->   13 x  13 x 128 0.011 BF\n",
            "  19 upsample                 2x    13 x  13 x 128 ->   26 x  26 x 128\n",
            "  20 route  19 8 \t                           ->   26 x  26 x 384 \n",
            "  21 conv    256       3 x 3/ 1     26 x  26 x 384 ->   26 x  26 x 256 1.196 BF\n",
            "  22 conv     33       1 x 1/ 1     26 x  26 x 256 ->   26 x  26 x  33 0.011 BF\n",
            "  23 yolo\n",
            "[yolo] params: iou loss: mse (2), iou_norm: 0.75, obj_norm: 1.00, cls_norm: 1.00, delta_norm: 1.00, scale_x_y: 1.00\n",
            "Total BFLOPS 5.455 \n",
            "avg_outputs = 325902 \n",
            " Allocate additional workspace_size = 12.46 MB \n",
            "Loading weights from /mydrive/modelbackup/yolov3-tiny-custom_last.weights...\n",
            " seen 64, trained: 768 K-images (12 Kilo-batches_64) \n",
            "Done! Loaded 24 layers from weights-file \n",
            " Detection layer: 16 - type = 28 \n",
            " Detection layer: 23 - type = 28 \n",
            "/mydrive/pred2.jpg: Predicted in 12.193000 milli-seconds.\n",
            "copper: 94%\n",
            "open: 86%\n",
            "mousebite: 92%\n",
            "spur: 93%\n",
            "pin-hole: 100%\n",
            "Unable to init server: Could not connect: Connection refused\n",
            "\n",
            "(predictions:1583142): Gtk-\u001b[1;33mWARNING\u001b[0m **: \u001b[34m19:47:30.487\u001b[0m: cannot open display: \n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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eByYnK3wykcmbL3uWzPre3l6uueaarDs1FCeu62hvtNZZgz1g0jf8/UUqFKU6Kp+bUYRQdL5pYb4re5HusSRoy7OXNftgHCQlvCN5PrL2e57HqlWruOKKK1i9ejVKqSxh2PO8rDdYniLlCUGBDJe8foO4qyajTGysiFUKZAMlv0BNlCtwb78nH3oT1dd8Bv50QyqHZLEbGBjg6quv5jvf+Y6r8nAcFNo5XJvPd8hLFhR1jS7SRpvntQ6K4z02RnqSZT8Vo+XRRx/NSqLlcLYno0XeWyQKM+JGWsdKKe688062bdvWFpNdYpX50rF8l9vJ5g1veAOnnXZalnwlG3aj0ZiWRkv+tON5Htu3b+czn/kM3/3ud53R4nDsgQcffJCNGzfi+352Qs9veo5ikQ/niTdl9erVXH755axatSrLAZL0AinqaAcKc5WS+e15XmYF/vu//zsvvPDCZF/aPlm0aBHve9/7gFeSnookegRwyimncO655xJFUWZV58vdphtiuCVJws6dO/n85z/PrbfeminlOhyOVzDGcNddd/Hwww9jjKHRaGTelnbZ7KYbEhpK05Q4jnnwwQf52Mc+xqpVqzLFbwn/tZvsSGFWaNno8/0bZs2a1RZx4COPPJJzzz13WGirSFVRskkPDQ0NawMQBEGWkDXdkFjz9u3b+dznPsdtt92Wxe+LZHA6HEXA8zze//73c+aZZw47yR+s/AzHgWOMIQgC1q1bx+c//3mefPJJnn76aYCsv5o4CcTz3C5rX2EMF0kekjCG7/tcccUV/OY3v+F3v/vdZF/ePpFrFus1DMNsIBShs20+Qdf3fRqNRpYkNl255ZZb+PrXv87GjRszg66dWiQ4HBOFtZZZs2ZlJbNhGA4z9J3xUhzy6RZr1qzh8ssv54EHHsiE70TkFVopGqVSCa11W+0HhRlt+Y1eNvtms9kW8dMdO3ZklqzneYRhSBRF2WcpAnlVYgkVyWJTlGuE4Qlq49G867XKAV9++WV+85vf8Pjjj9Pf358pSbZTQvhURyq+oHjJgdMNYww//vGPeeqpp7Jy3nzrAsfo2dM9G6vsfz4Bd2Rj0jVr1nDllVfys5/9LPuetISRnlnQSsit1+uFOWSPhkJ4XPKblYSJ0jTlhhtu4Nlnn53EKxsdmzdv5sEHH+R1r3tdNiCTJBnW+nuyyWsdyDUVqS5fkAqffDZ8fpHcH+RniDGSpikDAwPceeed3HffffzHf/wHQBazl/c4Jo98lZfkvMlinO/665hYtNYsX76cww8/HHhlbk3H/LgDRcIycg/H6rXKyzpIZ2c5LD/77LN84hOf4L777nuV6q18LXIY+Z/VLhTCcHktiiYc9Focf/zxXHrppdlAlIoikd13jI49taMXg2MsJ4F8ab2Up69Zs4ZPfvKT7NixY1pWU7UL8uylDYhoc7j5NDlYa/nv//5vLrroIo444gjiOB4WLnJel9Eh90oaCo8UC91f8mrp+b5H//mf/8n999/fFvvnWHCjbRyQk2FeJllOIm5zHD0i2FcqlbITiTQlG+t9lLwpay39/f1Zl+d2O2FMF/LPxRiTxd1d9crkc+GFF3LKKacADOsn557L6JF7JuQb4o6FfDGLeJcfeughfvCDH0zpvceNuHFANlhJcpIYMDhp/f2lq6uLz3zmM3R1dWUnkjAMx3Qf5f1xHFMqlejv7+f++++ftpVU7YBUvEnn3M7OzqwCbE/K0I6JQSnFihUrWLhwYZYLIfkS8u+OfSPaNyL7IQbLWO+f5KuINzJNUzZs2MATTzwxpb2TblcdB+I4ziaxxCwlqdhN6NFjraVSqXDCCSdQqVSyeO1YE9fglWqvJEkolUr4vu/yJApMPjk/DEOGhoaGPS/nKZs8xPMpz2Mqb4wHi3xeUBRFB7wO5YVO88+mHWREDoTCGy7tcPN9388msfTxmIyOn1OBKIqGxXwl6WwsOS6StCand+f9ag8kyRDg5JNPJggCyuXyJF/VwaFdvEji+ZSvXQn02JDQzuzZszn55JMzA2OsoSIxVkTmYrokSxfCZBbjRDb7PVUZFRmJv4u+gWy6B+oGnG7Is85nwedzXfYXib/nF918V9apHAOeaMTtnU+uBjKDM/88xSuZ73cjc18W8TAMec973sNnP/tZqtVq9nPbeS6NvDdRFHHXXXcNq+4oKnLv8wcISTDNi2469o61lnq9zsKFC1m8eHG2V4z1gJ5/f95bma/KnIoUxmSWCiJxn8lm0y6TQXJc8otru5ymioIs7LI45nUiDiRUlH8meQlsx4Ej1XOS2+V5HuVyOfNCiiFfrVazhE4J2cl7wjDMXqVSibe85S184Qtf4Nprr2XOnDkYY6bE88r3Y5PS/K997Wv09/dP8pXtG2stP/nJT3j88ccBsu7QjrHx9NNPZ2rdMLZcyPy6Jn/mPS5Tee8phMcFhguk1ev1YWJ07UJ+oEzlQXOwEOOk2WwyNDREZ2enu49tQEdHB2maZsqcec2Vjo6OzBNTLpeZNWsWn/nMZ1i9ejUvv/wyF110EdDSlJAk7De84Q0sWrRoWOKnLOztnJ8kXlnphyWn43Y5GT/44IM8/fTTLF++PHsm7bQ+F4W8pzFPu47ryaAwhotMajmVWWuz7pWO6YHWmr6+Pq655hq+8Y1v0NXVNexE4iZ28fB9n2azmR0yJKdo7ty5LFu2jKuvvnpYjpLWmte//vW87W1vo9FocNhhhwGvCA9KCE+0e+r1+pRpBCqbfb1ez9a6mTNntoUBIIZntVrNQkTy/XY2Jh3tSWEMF0mebDQambDR4ODgZF+WYxJwxmr7INV0EhZqNpt0dnbyj//4j5x66qnMnTs3K9PMCwz29PTQ3d2deVnzOS8wXFhLOtlWq9W23SClbFU0n8IwpFwu8/nPf553v/vdbNu2bbIvca+IPtXQ0FDWHgNw3dQdk0JhgpRy6pDSVa01K1eupKenZ7IvzTFBGGPo6enh2muvzRIyJX+iXTesqY4k0uaTZ0866SSOP/545s2bR5Ikw8o0oygijuNhqth5eX8JM4kwl2z2+RN+OyLd2CW3Rwy5OXPmtIU3SZ6BlN5KiMvluTgmg0KNOtE+kYXsgx/8IMcee+wkX5VjohDjpFwu09HRMS5NFh0Hl7wcf71e501vehM333wzxxxzTOYxyXedFeGtarVKqVQa5okRlWMJOQHDFKjbJRfktcj39xGvRbsoz0olmGhUiaEpukiOyWG63vtC+fgqlQpJkgyTfnduyPFFjIO8TkpRBn9eOGlk47ED9bjkBQHl5Yyi0ZO/Z+INkTwN2dTOO+88brjhBo4//njglVL2crmcfZ0vp5Wcj5Gl0SJuJt/zfb9tutbujZFJxsAwI63oyDOXUH6++q8oyNohHvyiFXkopQjDcJj43IGuc3nPZZE+68GkMKa+PDjf9ymXy9kGVpRNtZ0Z6bmQ0tN8I8MikA835Euhx7owSnk9MGyRlU3UMToqlUpmrHR0dGSHinwp5plnnsmXvvQlli1bNqzcXE7m8v/EqzLy2e6pIi8vMTAVQob5dgbt1oBVKcV73vMezjrrrOwzSDuNIpWq56UTZJyFYVgYw1fyveS6JJl9LMaGfE7Jn8obxiNzxqYa7TNzHAeEJDqLizqO4yw/Yapa6bJp1uv1Vwk9TeVJPd40m81hrROCIKDRaAAwf/58li1bxg033MCSJUuyJE7RYGpnQ8PxCkopli1bxty5c0nTNPNmFMEgyM/pIAgyA1taFBxIy5CDgRwY5VB1ICrrcRxnEQpohfREO2kq92Rzhss04fbbb+drX/ta1owrjuNMS6Ldcwdei3xlSpIkPP3009RqtSlppB1M8iKAkpcRBAHHH388N954I0uWLKG7u5tms5mFhYqwoTnGDzFI5WsxCIqUWLx+/Xq2bduGtZbBwcGs6a1s7kVAEtXl/sn3YGySD/n8MGMMvb29PPXUU5knpyife7wpRozAcdAZHBxkaGgo08aRE3RRwkQHC1kkoijii1/8Ips3b3ab6n4i+SayUUk/qQ996EOcccYZmRZJpVLJDJsi5U45DhxpgCqS9XLoKYK3VjboRx99lBdffDEbi0mS0Gg0CjUO5V4tWLCA008/HWsttVptzGHQJEmGyQmsX7+eG2+8sXBepvHGeVymCWKg5K17KTWdypa55FUYY4a5jqfyZx5vJCETWhvY0qVLefe7381pp502zBMjxvBU9eBNZ/L5E7JmyJgoykGgq6uL2bNnZ16XoiXmwis9vU466STe9a53obU+IH0iCfVD6xnFcZytc+0gbDhWnOEyTZB8g3xMVE7R7bCBj1WdUxSZJblT+uOI29sxOsQ4WbJkCV/60pc4++yzMze8CKqJEbOnZqmO9kfyWiQ3Y6TK8WRireWee+7hySefzCrdJAm2SA1VReojX5Ul1yvJxPuL6B2NLK2fqkYLFCxUJP1OihSTnCpccMEFWV8Y0d0omuEipyTJTTlQ0bF8dYrIq+e7GDtezUiXtYQTm80mS5cu5R/+4R84++yzaTQawxZLqTrSWg/rkO54BfH21Wo1arXaqxqAFpn8WjGyfLtIc0k8DkmSZOKHRTFagCynUA6OMm/GYrTkK9RkHra7UONoKYzhIslEYtFLR9h2mNTtwPz581m4cGGhq2ok1CBjQHJTxopoZDSbTTzP48Mf/jBz5swBxtaNdaqjtaarqyvr8iwnwjRNWbZsGV/96lc5++yzs2cinaHzBuJ4lLFPZSQ/RMb42rVr26L6I1++XS6XgVfWkMn2tggju2/L10VC5lVeOTqv4zIW9nTIK9rnHm8Ks3rLacT3fSqVSjaxlyxZQqlUmuzLa2vyQkdFRkr4pKRPPC9jPTGJRHm5XCaKIm6++WZ6e3uzUnDHK4hmSr1eJ03TYaJxy5cv55/+6Z+yZMJSqUS5XM4qJByjR5JGAQYGBrjuuuvYuXPnJF/VvpFcEfGKA1O+cuVgIPcqn4PiPMD7T2EMlyAISNM0C2EkScL8+fO56qqrmDdv3mRfnmMCiOM4M1JlHByoWJx4XLTWnH766ZTLZedt2QN5xVERtFq4cCEf/OAHufHGG1m5cmXW7FA2Xme47D+y2ct6NzAw0Db3UPKZxGgtqlejyEgpuSBRhaJ4rdqFwgSi81anSEvL6c65nKcHeUXRfNxXxsKByGGHYZjluMjvaBep9YlA8likl461lje84Q3cfPPNlEqlTPenVCploVwJFTlGh9wrUXRuN70b8YB6nkccx4VSpG0X8l6qOI7p6enJcnHcvRw9hVl15BQiFmkQBIRh2FanOtei4MDIly5LxQow5mx7MYaDIKBWq3HbbbfR29s7rITQ0SLfIwpg6dKl/Nmf/VkWvpNxLV6xkXF6x97JJ7VKcma+jLUdkIRXWatljhZJ8r/oyH174okn+MEPfsDQ0FAmS+EYPYW5W/mEvnxfkv7+/kJlhe+JZrNJb29v9vd8nyVnyIyeMAz58Ic/zNFHH509fzE+xnIf88m+SinK5TJxHLuFIsfIXkFaa44++mi+/OUvc84552SlznIalM1XyjndfRwd+R5Zkj8k8gTtcNI2xvDNb36TBx54IPMYiPfFVZCNHmMMlUqFl156iYcffpgwDLMDu2P0FGbVyRstMqkHBwe5+uqr2bp162Rf3l5ZvXo1119/vTt5HCBxHHPbbbexefPmrFHfgVSo5NWB82quURRN2zBRPlSWT4SXjWjJkiV85Stf4U1velNmOPq+n5U4d3Z2ZsaMhPQc+2ZkGDSfpFn0g5mwadOmYYnEeW0kNw5GR5qmWdsRMfykbYK7h6OnMIbLnjDGsH379sJP7CiK2LVrF+AS1Q4E3/dZt24dv/zlL4fJWI/1+Y/sODzdn01e70GqtiT0o7Xmda97HTfffDNnn332Hj2GI72ibqE9MNpFwwWGe+QcB4YLrx44hR6F7TixHWMnTVOGhoa46aab2LFjR5bvMt0NjvFCtJF838/CZXnD8OKLL86MllqtNuaEaIfD4TiYFNpwcUwv0jSlWq1mjdHEhepOeeODeEqiKMoOBeJ1OeOMMzj//POzXIxqtZrlXrgQqMPhKBIuq8pRGKSvUBAEWcKfO/GPH5KgLBUuxhi6u74bu8kAACAASURBVLt54xvfyPXXX8+yZcuyZFGlFAMDA5luh8PhcBQFZ7hMAyTUUnTPhbWWzs5OGo0GmzdvZu7cuSRJ0nZ6F0XFGEO9Xs9CcLNnz+af//mfOemkk5g/f37WGkFKXqvVqgvVOQCXu+coFsXeydoI0ZvJJ5Tm/5xsNm/ezPr167MQgRgCRcsj6u3t5cUXX+Taa6+lXq8TBIEzWsZA3kiVZywVRRKCW7x4MStWrGDBggUEQUClUskqiCQx191/Bwz3fMrYkF5gRVjfHNML53EZB+bMmcPKlSuBVzLG6/V6Jo1dhIV/7dq1PP7445lhFQQBQRBkZcFFKA+Wvh3QMmDy1StFMq6KTr5EVYxpKX+u1+s0Gg3OPPNMbr75ZubPn5/1CcvrsowMD7n77xDdGRlTovgqnY7dGHFMFM7jMg4sXbqUSy+9dJiHRRQSi9IgsrOzk56enmyDyouzFbHc3C2CY0Oeq6hP58X3Go0GSinOOeccbr75Zk488USiKMqSoeX9e3o5pjd5Qzgfei7K+uaYXjjDZRwQfQxjDEopGo1G5o4vilHQ0dFBd3c38Gp5d+fqnXqI0JkIyDUaDQBOPfVUbrrpJpYuXZqVRDsFXMe+yHdqFxFHSaYvgrfWMb1wq9U4IEaACHnlG0MWZUNYv349a9asyfIc8u3pi3KNjgNHNhfP84iiKNtwtNbMnTuXFStWsHjx4mwcKKWoVCqFMbAdxUQOZdVqNfPU1ut1J0TomBRcjss4IP1vpApDTiJjbQ54MHjhhRd4/vnnM9ExOYU7o2XqIR40MaSNMaxYsYLrrruOhQsXZnkKea9bEfKwHMVF1onnn3+eer2edVeXXDmHYyJxu9Y4EIYhYRgCrRyBKIqyE0pRkE1MTuSS7+A2rKmFUiobi3EcU6vVqFarfOELX+CUU05h5syZWc+cfIJ2kcaqo3jIunHTTTfxxBNPAK3wsxjGDsdE4gyXcWDTpk088MAD2Um2XC4TBAHGmMK44BuNRtbQTZI1ZdFxC0/7IQJ9I5u0WWtpNBqZ4Xzaaafxx3/8xxx++OGZp61SqWTPXimVjVWH47UQw3blypXMmjUrU2CWZP8iMbLjuTPKpx4uVDQOrF27lu9///ucd955AMMy74syafJdt8VYyU9sl6DbXmitqVarmXx/EATZsw3DkGazycqVK/nKV77CCSecMKwsGsjeIxRt83EUC1nTqtVqdugplUqFMnjDMByWW5ivmHTr29TCeVzGifzGUK/XgWKJu8mGBRAEwbA8B0f7If2DRFBOxMCgpcmjteYP/uAPWL58Oc1mc5hL/7VKnosyVh3FJE1T7rjjDp5//nmstXiel2m4FAFJSi+VSpnRIuFwN7anFs5wGScGBwcZGBgAWkZCs9kkTdPCNKgLw5Curq5h/YDCMMT3fafF0IbIgiwdn2UTgZYR/fa3v51LLrkkW7ylssjhGAtinOR1oIrmVRYvsqj6SqWnO6BNPdxKNk7cfffd/Nu//VvWD0aUSouScf97v/d7vPnNbyZJEsIwxBhDFEVEUZSVRTvaB2sttVqNMAyHnS6VUlx44YXcdNNNLF68OFM2FZVTh2OsKKVYuHAhXV1dk30pe2TRokXMmDEjM+SNMdnaVhTjyjE+OMNlnKjX65nHRSZ2kSz9+++/n9tvv50kSRgaGsp60jjaF611Voov+S1vfetbueGGGzjssMNI0zRLxBUlXYdjrARBwOWXX87RRx+dtYkogviceBP/9E//lN///d8HyGQpJHzkDJephUvOHQdG5gfIJiEuyyK46BuNRlYCLRtekRLrHPuP7/uZgumb3vQmTjvtNC677DKOOuqoLESZpmlW/lwUI9rRfkgIprOzkzAMSZIkEzEsSp+iMAzp7e0FyDrKN5vNwq11cq+KdE3thjNcxhGx/GVASrO7IpDv6JqPA8vC42hPZBF829vexic+8Qk8z8s2kiAIMsPFVY45xoP8GCrK2pGvJJKvoyjKKuWKZCBICGv58uVcfPHFmYaSdGQvggHYDjjDZRzIGwQwfAJB8eKr+VyHIk1qx+gRr5lSigsuuIB3vvOd2d/zvYfyZc5FG4eO9iHfWFFKjaGYWilySCtCGGtPlMtl5syZw/HHH4/neVmTU1ckMXqK4Q6YghThJOKYuohx8s53vpMbb7yRRYsWkSSJK3l2HBT2Nm7cmBo9oqy+atUqvve972WtYVy+4f7hDBeHow2JoojjjjuOv/u7v+PQQw8ljmPK5TLGGGc0OxwFRZKaBwYGWLNmjcs/GyPOcHE42pSOjg56enqGucVdBYXDUVwkzCaJzUBhqrPaCWe4OBxtSq1WI2pGQKtqTCqMHA5HcZFwrmgvOWmK/WevybkHw33lToMOx0gUsH9zTXutig7t6SwhV8o/y+Vy60dOJvmPs/vjqdxfbPafVO4Ne7ro17o3o7xnw/6bITur5b6/v2vSvtbF0f48abvhmD4YY7KWKyJNAbiKov1kr4ZLFEWZHgm8Uv4mss+SvS2vkYI/8rW8R2J57gE5HC1aM6Ebv9wkjRsEqQf4JFhSFKg9qRorLGCsIbUpaEtQDvADnyiOMKRoO/lzzBoPqy1Yg2c01ihQBnSCoUmzmRJ4Pn6gaUYRUMIPQqxN8BVgAtIEUg+MH+MDJlL4fmuxT+IUaw1+YNBpQJw0UNpHERKnCaVKArZEqjRp3EDpHVg9m1T7aKPROqHE/lVyyFrYaDRe1WZB+ve8FtItPggCoijiS1/6EuvWrXPGyzRDPC21Wo3BwUG6uroK2WW7yOzVcBHjQ1xbUoOepmlmqNTr9ayMS0SvoiiiXC5nNeoSg5fOtQ6Ho0VLzLZBnKYoFAYfpX2sF0PigX31fFGAh4+nygQ6xDMhJvVRWlFSFbRVLYNosvZD8bCkYI3FWIM1GqXBejGWOirtpOSDsgoMBDrEJApSDSogiVN83+J5tIyw2AMdQ9IEVWoZeSUPU9coU8KGCus10UR4pOhyEwgZ6FeEpYiSXwI7G9MMCEqGeMAQdFgI9t+zLBohWmuiKMqMkX0pE+erutI05YknnmBoaMhp7EwzRDjyhz/8IaeffjqXXXaZC/HuJ3s1XMTQyLcHF5e06JZUKhWUUjSbTRqNRmY9So+IWq1GuVwedjpxOBwtkkShsFgPfK+MtYZwdsqhi32SOMakr9WkM2HhSbCr/Dj1JASt0Gh86wFq8owWANv69amyKG3QKsEojwSPlBBiCJI6fhiQGIs2HtqzKBWhiUF52LCDBDA0URa8tIS1ESY0aFWmZmp06pCmV0NpD606iVRCFMX4ZR9NHWUsqtPH9xTKllCpomGalG2NQ0onQtyN9ffvRimliOM468gtBotUc72WNznf/kP+lAOfM1qmF/K8u7u7mT9//jAVYsfo2Kslcdddd7F06VJ+9rOf4Xke559/Pl1dXfzwhz/MpJR9389OEscccwxnnXVW1mAwTVMajUbW9Eoavjkcjt1YjaICiSVRKZYmRy3RvPWTPQyElkjHqBH7mgXCsMQ5p87m4c7rMbZ1iEhNSskvYbRhci0XMBbqqaIDnw4PrI2JrUVRQiufqDSI1YZYg6aDlvnWoEKdwCoSNZO6NXiqQUkpjC637pVqkqgGplJG2R6MnxDTh0oCOoIyng81k1KigmUX1vYS2QWkqU/o+aTVncxQJZbba5ivlxDY/VuPrLVUKpXMtS8HOlnvRopPDrsnu5WqxYMdRa3EaudxmT5orUmSBK01559/Pm9+85tdiGgM7HXWfuxjH+Okk07ipz/9KdZa3vGOdzBv3jy+9a1vUa/XsxOGNHg74ogj+OIXv8gf/uEf0mw2s+QjcaE6i9LhGI7FYL0ayugsbTU1llrQSx2LTdWrUlYtkERQ1xY/hdAvkxqDp8rUbISPz6vfNbFYBaWSj61Ztq732bCug/6BiEN6+jn8SEPn4lnYYIgNO9azbXtCoKt4KiEioa48AjZSjhXxFsPLa1J6N4NJK3Qebpi3pJe5R4TsHPKZO/cwjlpwCA12serRx2k8HTCXYxmqB7xoX2LG0h2cckoHflAmsj1s3LqTZ15qcOwxIZQDErV/ZaiSx9JoNIaFhkaz+UjoXbrGv/e972XVqlW8/PLLznCZpuT3T5f/OXr2arhs2bKFHTt2EAQBzWaTH/3oRyRJkk1eucmSHb9+/Xo+/elPo5Ti/PPPp1wuZ8aLU+10OF6NVRarY6xVKGPROsDagMg00RaCPWxoFiiVQTdqzK7MoRE3iZOYjkonJaMxJs3973zVDvv4/mgqdV7r5434XwpU1GTTQ4Ynf6JYt0ZTM4ZZJU1nOcEsfpSlp1v62MKWHXVKYYBnLbtSg+1QzEgVvY9rnrgjYdNjFq0sSnmkwJxllhVvLTF3maHW+xLbNs4k3qa4+1+3se3XHt1eHwkBO+JeOo9tMvCxfo5cElJPq+wY2km8rcHf/L9/idfbQzzSnbUPrLVccsklvP3tb8+quYwxRFFEGIZ7XeOstURRlIUFzjvvPObPn89LL720X9cwGTjDanyQxFxBWncEQeD2x/1gn+XQYqiIezMfp7XWZolpkrD74osv8qlPfYrZs2dz9tlnZ0m8+zPw23mSTOa1j4yh5ydCO9/TKY0NsCl41gciUCkGhfVTLIo40YBFKbB2d1jBKEwK2u+gP4nxgwDP86lbg9VglIfaneprSAGNwm/9gN3fVSpFo7G7y4MVkFqDxsMqu/s9pvUWNGDQ7Da0LKB8sK3fsSfnjrIwtDXkkXsidqyxrHizYuEpsOHxCj//XsKT/7ORQVPisDcodEnRsCmBb+n0LB1GE2+FJ+6M2fiEZt6KKsf/QYMeDE/dY3n6IcsjynL2ER3EHX1sH+hjzb9GPH9/yuyTKyw6bwg/qfPCnYpNj/Xwyx/EnHpRQtq1i7iUUPID7vnFI/Su6UOp9NUXvw8ee+wx5s6dy9lnn50VKwA0m83Mm/Kqx7x7rZSihTRNue6663j22WeHhY+Kyp42VfEQ7Gm9ceyZ/D2Sw3++t5hjdOz1bonh0mw2SZIkM2JkEsqElYoh+bctW7bw8MMPMzg4iFIqm6h72zzlZ8pCIJZpO8T/RlYL5EvEJ1qCXe5jFEWZIqNTZiwyrcJnn2YroTUFS4JVProVSML6Gl32IATleyhbxQvAhiEm6CFRdQIdEaiQVDVJAFJNxVp8egHw6MGzFm1DmtbHp49Om2KtwpAQAmlaR5kYRYKlTMv8SVvGjUnoQBHaiJghDBprO1D4aAVaqWEvYs2Whyybnxpi7umKRe+tcsgKw4lvrzP3zB3UNlTY9tsmtpngKQ1ojAWlNBGKbRsN25+0VGcEvOF9Fea+DvSygBMv9pk5W9H/vGHTphoN04Pnp9QrinknK057xyDzTzDMXBGy9A8tlRkJQ88oAh1R9hMUAVGSok0/MFzOYbSvTZs2MTg4iLWWOI6zXD8pXNgT0gFYlFOttTz33HPU6/XCGy0wvNN9fg9wLSb2j/y+AGRd3J3hsn+My90aOXCTJOHLX/4ya9asyb6XN3T2hFQpSUk1wEMPPcSuXbvG4xIPKmK45JPzxGDY22c+GIiBIknQcRxjjHGdRwuLHfGneuWvHiTNMlue6uKZB0psfDSgdwMoNUT0UsLmVb0kWzyirSGbHk1Y/5sG0bqZ9ERgbZNm7JFsPZyXHupk57ommDowSJWZRBvms/5XVXrXV9Gpor7d0r9qFkNPa9I1Jbb/xmPz6hh2JVRMP2Gtg02PzGbnE3PpiTspsQ1f9aKVQe2+6vwrbRq2PFenGgQsXFyl2q1pGEPqN6CyHWWH2Lk5YWBXgqcNngZlLcpqlOnk5a0BcRO6ZhvCWTH9SUBUDikfauk+RJPUQ6LeJjoZIIgTVr4HzviwprTYYIKUqgp4abNHLZ2BN6dJHEYowEQRvk3R1tASpNt/0jTlf//3f+nv70cpRalUytat0TQjzHeRbxfkICnrXH6ddp6W8cHdx9Ez7iU+cvPFSyMidFJ99FqId0c2f4C1a9fS398/3pd4UJBJLdo1YlFPdBWV/N4wDLN7uXHjRu655562ONk5WigNfZtD1t4TsvWBJl5fE6PLlI/XnHBpgx13zODlqMEp5wzSV4959reakvE58qg6y97dx7w3Hob1DU882MejP+jjhLdWmXOYj/UT0kTz4mrLIz/azsLzenjj4R7b1kX8zy2KSqVMWA7YvkuTzOzlHf/PbMKOJhufs9z5z5tZsKDKhX8+k2BBk6E0bOms7GFapzHs3OxTLVlmzY7xPTA2wPgxttxLUErZsTWkf2fMvMMNGNvy75gEdIrnB0BMxU8J0gaqs4nBozbg0WhaPO3RXVFUSzHNekDgpXglQ2zKbHvEMPR4wtqHoaezj2XnWeJQo5oepTAm1GBTDTodk+0SxzFf//rXueiii1i+fDmNRiPL55vKCZbGmOyAKes6sNdKKofjYHDQTX4Z3Gma7jVcIZ4J6d2glOK9730vRx999MG+xANG8ngkZilfAxNuLJRKJUqlUubhCsOQJ554grvuusu5dNsJDbWnLRt+Pog/s86K/xsWvjsmPKaJ54MNNco/kqeeG6DW0ctZHzyM5W+rsn7Ly/z6e002PaOBJhUTMis6nE4zk0aqSJQi1AkdlND9ZXTNR9sQpUOIAzZv2coRywd408VDnHNJN9XDfYwfUJ4ZceiSfg5b0kBV6xjAehFWpewpycUaRTQY4itNEDQwRCgV4Hkav5JS7fCpDwU063KgMbTybyAO6sw9LqQ6y2fzU4Y1P4GOLVW6tnls+KWid1NIpadB97wSDeuTVCFNDToJsQOzeP6BEo/9d5PmSwlHLx/g8KUa6ymM8SgFGl+pVtnTAey1Ms+11oRhmK1tU3UDl8NkPiw+lY00R7EZd3eAVBzJhi35FftSlZQEJcnPSNOUer2eCdkVGWstK1as4KKLLsL3/SzmPRlJd41GA2gZMEopGo0GK1eu5IMf/CBf/epXndeljah6CSUgTn06F8/ikCN7aUYJ5bLlhaCX3qFBFi2bzel/PJdw7gBRX0wtmcHGu2ey5WnNYcvqaG2IjQI0oZ5Bauuk9KG8FD8Ezzd4BGA0qVZ0LJjNsedWqBy+naYKadoSKT4zj2jyfy7tpqNaIqoM0kgN2pPeP8M3r93bGpYIlMJTJTSGxCYoWqGlJDFoP0Jri0lbCcOeUgTKJ/UTgiOGOPH8Eg//f5bf/bfHlv816HLMjhct0RAcd56hcqhiMPFI/QRbVqhA0bS7WHIBLH19N2tW1XjuaYv9dcJhZ0MQWqLUtiq1lAWz/z2iBPE8JElCHMdUKpUDeNLFR/RrpPolCIJh+TzOiHFMJOPucZHBLGq6nudRKpWyMNBrIWq7MgF83+eGG27gqaeeGu9LHHdKpRJnnnkmS5YswVqbTe582GuiECVPCVkppZgxYwYnnHCCW1jaCGugY0nA4b8XEG/X/PwLTVb9nWbngyFxv08lgpm6xtKj+5gzaxcxDTo6h1h2IoDipWd2EkQWHYbUypamX0dZi8EQ02DAxC2jRIElouw1CNhBz+wScQhNVaVJiE8f0MDzy3TM7STt8DFeF4GeSRc9BPhZy8Ts2gHtQdcsRZJCreZjbdiqZ0pT4ppHvWaodjWpdgLoVu8lFEFSQjd94o6Yw89NWXlpyMwTYgaTBrVNinTQZ/bxKQt/LyDyI0JSqnVFFCvSKCXw6nQvtsz/g5TjLkxoxJrn7gH6DUpHRC1zCuUBdmxzU7wtopwromISShktYvy0A1pr3vOe93DqqacCr4TA8y1hHI6JYtx3VUlIHdmXKAiCvfYpCoKAUqmUWfJpmrJp0yaGhobG+xLHnde//vVcccUVwCtxYOn+OZHkG11KdZNUO4hRWHQk3DaylLsdrn182P05DTA/4diLDad+1NBzwgCbNib86j+avPiwptFQ/PZ3z9E7mBDZkB0moa5mMpT2oFQ/GkuHN5NUKZpYIhthVBOsR4hHGncQq068ko9VEdqUCKMZVMoWL+wjsobAziSwAdrWsHYQpSISO4hmCG36UGbX7nLiV0vkeYFm7hEl6kk/O7fVsKmHpxQ2CanvDDCxR9dc6JgD1moC5WOsxqQWr2nQSlPvbnDY/6nzpj9POP9TJQ45torfBceepSgf2kCXLV6iiDZbdjxQYfAhnxlJiNIJNRoceaRHdykl6a1iBnzS2OL5AUZpDAYYW980z/OGJaeWSqXMYzyag4rM06VLl7aNpyZNU374wx+yevXqYdIYriJm/9hTPlC+Ys0xOsZ9xI3UEsl+US5GOhLZqPITQEoG24GdO3fyzDPPZMl5YjTkk3Qngny1Qj4OLQtlO5zuRMRL7p2IG7bLWDgwpDshKGVpbLNse95j3gkd/P4VPqde4pEMWnY9bGgMGhpxwuanI5KXUuZbg18L2PxELyWT0nVoB72+pTq7yQzfo39NhWjAUrEeHbWEoRcscTLEvHkGVEjTr9BUAU3jEVPDWp+UJrGO0GoGynRS357gDwYEtgy6kyFKu2X8X01Q0Rx5kmbAvMzGh6GxTuOZhL4tZV78hcXTKfNP7EAdorDGUuoPqW8Dszt4XW60NGPqWlEtwZpfp6x7tsmiM+DIN0bEJUOUaoxWvLzL8tT3mzx6W8KW5yukfkpAwubHNVGfRXfUUYRUUvCS3eXa2DGrC4+UdpDw+GjmmPx7EAR8+tOf5phjjmmLeQkwODhIo9HIPEXtsqYUiT0ZefvrqXMchBwX2LPY2VSOga5du5ZbbrmFM888kyAIqNVqmedjX63uxxs5CUpOkSh6tkOPKMnJyWtEiEu+HfR8xhPlwdbfeDx9T8zmZSmLlvi8/KyPjRP8ztlE9T4a/SG/u7+E7kroWaRpbNrOpgcCzGGKY07VKB1x5KI5rDuyyYuPhTz2b4bq/D6ifs0zqwfomm+Yc1QVHQwR2wZWl1BWE9oKAWWi1OBpTWgML63R/Or2OnMP7eKsd/bgl7eQmACtfSzpMCOgFSoyzFkacPixS9jwaJVf/mudOUsb7FrbYOujKfNOhcNPVphYU274PH53g23PGxafl3LoGzUqKhHWoVv5rLt/iOduj5mzsIOFp1tKnQmpsViT4oeWQxbB+qNStqyG390aseBYTdyETU9DX0Nz3Nke4QxD6oHBotBonWCZuPy5PfUj2pfSbpEQI0U23rzUw3Sbm+OFrHMw8dWn7Y67W+NAXlSo2WyitaZcLk+KFZ1fCKWq6Omnn+bWW28tvFUvrmcJM4rxNx1d0dbAvCWWHWth8+qELQ+keNoye7nP3AvrbL3XxwZ9hHOeI2ku539vL2N29XHiok5m/qHh8CU7QdUozzmE499hCKoeLzzaz2BtJpSaHLYs5KTzQ8oLBqgnEcqGNIIhOkshSaop6RRf1fHUAJiIob4qW15ogFfaremREHodrb5JDM9da8nWGeJZQ5x+SYknu3pZ85hl/TPdlHSNRSf7HPl2CBYMonSJqBnw0iboe9FjYGtIbGOsigjQ7NqoePx+S2Bg6bkJXUsMJrCEiSJNFKk1lGYpTvq/Aso9sOmhlG3PWJQPpXmw9IIujj09ge4aiQWjDJ71d5tZE6ux1O6kaZqpA0dRlM1PZ7iMHvF+a6257777uOOOO7jwwgun7To3VpzhMg6EYcjs2bOz1gZhGGbu1Im2pOX3iaKl7/ts2bKFZ599ti3CLWmacuihh3LVVVcRhuG0XRStgTmLNCdfDIv6DGnTUtYJnbMVzOpnS+KjwgQO28qx53dywruPIrQe3dV+gsNnYsMYbWHIU3S+fog3HlXiDRsXEaU7sCUff1ZM99wqVs+FGI5Y4nHhFT3YzpRKT40mCYYqsQkpacPC5RUu+vMOwk5IOnpp6JgK6V49BmFo6Fjc5MxLA065sEJvo8GT657lkEYdv6OHpq1j/YikQ/PG93aQDCYEXSVsZNF+HRVCXxLBYYpjTw6Y98aERphCBCV8MF6rw3LZUD4y4aRLYflbFGlfCbwGcTmiZ45PpTtmwEvRBiwpJvUw6dgriqYjImLZ0dFBHMeZ5EPeM+rYN57nZYnca9eu5amnnuKCCy7Imm+2iwdusnGGyzhw7LHHctlll6G1HtY1tlar0dHRMaGTWpJwRRCrXq9z5pln8vGPf5xrr7228F4XrTXVapVly5ahtSaKoqy0e7oxoCFd4NF9qKFkDapu0H5IQ1XRsQ9pjdgvs37gBdL0RZYcczSVOceR2jqV5BCMZ2mYHpSf0Ji9kZ7Zc1G2Qqp2MGR3MGhrVPQhhIEHQZNZJwQtTwkpsbV4SqGUR90YSp19HLY8JgV6SfCoAgazlxBwMzYYrwwzI+LKep5/4QWG5vfSGDR0RE18o2lEhsRrUj3KoOOEqh+TRikWH6VhxsKEle8LCYMA01WHWJMan1SnGA3KhGgVoXSZpKeB7gKdKkqBhtRQVprUpqRGoyxo1Ur8NcYDZZztMkpkLorHJZ/n4hg9SZJkB9yenh6OOOIIfN93Rst+clBGncRzi75JjhfPPfcct9xyC9Dyvohno6OjY8IHYxiGwyTIfd+nVCqxYMGCwk+MvCS6eIsqlco0KLl89e7Zks2P8ZImOjIEiU+wWxslJUaZGikRg0MNolqTZm+D3/1uHf39g1Q9RRAkxBZo7qArVXjpTAZsL0NJwmBiKbGAKt1YBtGqh0Z6CJGJUVhCuuhQIb6poekj0AAhtSShYRUeXYS2jJcmKGtedfUWi0bTaSv079jFs+vXc99vHuXlzTUY6sKLq6S6gU3rVE2ZkucRRSkm0sQxREaRJClx06Kp0H1IhN9dI6oZSkkZT5WItSH1EzxPoRONpkHasHiJxbcpNg6Io4BaXMMkFi8to5MQrcD3PBRBq4X1BNEO3s69Ya3l6KOPZt68eZl+jeQtOuNl9OSFSd/2trfxjne8Y5/tcByv5qB4XJRSnHPOOSxYkqYvzAAAIABJREFUsACY2om50EqI7e/vz8JESZLg+36W+zKRn130Y+R3SqjoZz/7WeE3f7l2Qdyneyuj3xd7qm4LgqBQwoZKeRjPoJKWVyBVmthLmYHCM9BroBcIPShrSzWuM3MZLO70OGxJQJpaoInnRQzt2EDcNZ+GbuB53ZRLMQZLhRmkKsILInzbgbbdxLaGsTsxqo71qxhS6jal01SIdANjU/y0k4QE65Xw1Bw0AR4GYyOU8lreC4YXRCsUGsVg3y5+8+uHiIkJ/IQ0SikFdTSQGh/PGgJTJTU1SqHB81uhnyBolTSrVJE0yyQDEUFJo3frxqEtKbrV24gUEoW1HiWjKHkp1saYNMCnhMFiUkPg+XhBg8BASScobfHsxGa5SD5IvuJwZIfloqK15gMf+ACnnXZa1jAyX0E6ldf38SSO48x46enpoVwuD0tydvdxdByUXkVBEPD+97+fQw89dJiC7lTOnBbROYn3RlGUqedOJCPzaqy1/Pa3v+W//uu/Cr845scKHHimvXzeoaEh0jSlo6MjK1v1fb8QHbM1PtoExEGTcqpReKSBJQoSAttKPg1QhMRYo0h3255HngdHKoNmCGM0JtVETcOzz67jiMMOoxLMwWJAB7sNiwSfVhdmXwGqf7eKySzAEuIRWUVDaXqaiiTw8IMSXjwDrfqJGST11CsbvYY49zlePbI0aWDwSikmAWMV+IpEg9YGlVoM0KQX5YFJwZCg/FaDSJvQKgsv9bW8T0kKXitHBUBbAIXVySt+Yx+au7+PjoEYFCS+j4kVQzrG1AO8NMD6aesN1MbpSe6b11oLJdm1yMi6lu9P5Nh/ZH2WtIL9KaV3vMJBMVySJOGWW27hlFNO4aijjhoWNpqq1rnEfyuVyjANmiJ83um8yEi2fhAEXHbZZaxevZqXXnppsi9rGMYaWvotMYmFGd2Kk489knq9xmBlG+pVHaTB2tZLKVBYSspjKEqohB7bSk+g8XYr2qpXvXc4rX8vKYtShkECEiBRPTSJMf4uFnIYLbG21xjHe/jRFkU9TkiwKN/H0z61ekRsLErBqIbkq2NQ+/7FI79vgdiiYkuoQ6zuZrAWkQYRqadgAm1XSWaV7spKKbq6uqZEmGCy17h2QtrC3H333VlVkWP/OCiGi9aahx56iE2bNnHkkUdm5V9TNftca829997Lrbfeyoc+9KFhoSI3oScXMVo8z+P000+nu7ubrVu3TvZlZRhSUAZlLMYalOejQ8tjv97OQ/+QkNjXNha01/KgWNMKmaRGMf+Q2fzTV/+ReQvm7lfeqbagTEKiPbxSH8qbyUb7K3aZFzjF+xhqP+XxFYrfbX6Cm67+U+qNod1NDUtgLYEf0ohrLcvrYKNaJdDaxOggAdVHahPqL5boSC0Tqcstfdgk/On7Pp/97Gf5kz/5E7Zs2TKBV+KYLKy1xHGMMYZdu3axadOmaVs5eSCMu+Eip4fDDz+c7u7urNZ/KoeJYLrJ0rcPSqlMfVf6ZYnxXIyTrsULQHkKm9iWhkoppL494sX/SbHpnpuTetrDWINWPoEfEMV1fD8gXFBlbuMkjjBH7N9lGNUK1wRgdR2PMjvNGnbY9czmGJTav/kbRzE71/6O2kafnbtSsC3/jwbSNM5CPhOBVgGebUnkpRhSDCWinCdrYlBKUalUqNVqWb7LokWLpuRhzrFnJJ1AKcVb3vIWLr74Yne4HQMHxZoIw5CrrrqKxYsXZ92hgSlb8mWM4c1vfjMf+MAHsmqYfJNDtzBNHmmaZh4XiSWLlkIhUC2DgcTiG7U79hPjJV7LS0Fjz2/Tend7w4g4hbCk0dpiVYRVMaiE/ar19TyUZ1EqJaKEtopYBTS9Ktaq3eGs0bN56xau/purGRjoI1AWq1rGludp6s0Ia8YquL9/WAWpF2NtjE0UVvugSjTxiE0CdmJyS/Lh8v+fvfcOsuyq730/K+y9T+o405MURiNpUA6MInCFIlgScG3AxgLZr2xjVxm7QMKUytj3gS/lx71lgy9W2XXNMy75OYEcQdfYwgEQIBSQAOWcRhpJM9MTOp6zwwrvj9Nr6/RoZjQ9odPsz9Sp6T7d5/Q6O6z1W7/w/UkpSZIE59yiz22pOLz0NqccGRlhcHCw1HVZSkrKC80RCRUFxdagvxFiu8vZ6xLHMbVaDaCMYy9XQ20pETQTwsKhtV4knpaAwnuBcCCFAZlBBFLUECg8e3cjezQIT71WY2qqTVE46vWED37welasWAlibsay9wIwSCbADyK9AGtBdnNlnDhwd7ag2yMyNQVGSoQXIBXGGlxmusaZZJ40VATeaaR3SBxOgEPhfd5NXj6Udz6IaqAQugybmt4KwIrlz56VZIdSVRZe0/v6o+VaOuyugHAz/sVf/AWbN2/u/pGZmxWWvp7BvujVNRBCkCRJ5WlZBASPV/C0hOtz8ZSGOzQCKTwGCU5ivacgx7Of3bgHZz1ZZmZ6noBznrGxCYzxOCcARZZZ8tzhvQL2/fBIvNPgm8RCIgChMiLfQXqIgAh/QA8NaDyiKDDtDhgLeQ6FBeu631sH7sg/vHNgPbiZeccasCk4AwdpuAghaLfb/Omf/ilTU1OzvMr7mt9CtWX4PxjUC9UapGJhCIZLMFiDJzgIhh7sewbh0bAOHWin8qXKYf9kYVe7adMm6vV6qRS4FLQKDpU9Q0Ph+4qFo7eRWXDNH8okcfhxKO8QwmE94DXegRWObsmL3evD2gznCvK8PfOco92e4utfv42dO0cpioI0TZFSIARkWVouruG6LK9PAQiP9xLnEyQSEF2tExwI2Y1g7fG6fT+6VUXWd50qufXk1nd7BTG/j25mTY7FYLB05fJmypIPcjry3pNlGffeey/tdruc14LLf1/sOR/0aj1VHB30nu89vSQHMycF736IaiRJQn9//6zK1uXIEfG4AJx77rmsWLECIQR5npdKrkcji2eRPPrw3pOmaVnpFfJbFlMm/96ml4O9YrobBF4XEjvwsOV+yqbFHB7LnL6+Pj796U8zPDxchsCrKsKK+SZ47trtrh7Raaedxg033LDsxewOu+ESbt7gaYHXYnBHs/FSsTA456jVakgpeeCBB5iamsJau3iScw8zWZbxzDPP0G63S+MsJIB2Op2FHNqyQQhBrVZjw4YNs2QP0jRdZPlTFcudIDES+kfV63U2bNhQVi8tVw674dIbVwsWX5ZlxHF8SNLtFRVzJcR6Q07CF77wBV599dWyumg5MjU1xR133FF28DXGlDkVjUZjoYe3bAgicr15bUF8sqJivghFB/V6vcy16nQ6y1YzLXBEDBdjDLfeeitbtmwpE3OLoli2u9yKxYn3njzPMcYQxzHXXnstw8PDy3pXvHLlSn7lV36FwcFB4jgu770ql+LwERaFXjXwqlFexUIQOkv3llOHMFEVKpoDQb9k3bp1ZVw9xNuX84GsWHz0ulABPvCBD7BixYoFHtWRx1pLu90ue6E0Go1ZE1kwYkpjprJn5szY2Bh/8id/wu7du193bCsq5pMsy0qjOVyLy32jckSEVaSUXHHFFaxevbpUKg3lwZXxUjGf9JaeArN2ycuRbdu28eEPf5g4jrn66qv5+Z//eYaHhymKohQ9C15RpVS3ClApHB4pZGXDHABKdbtY33nnnUxPTzM8PFwey2p+Wzicc+U56NUOc84tS29YMFDCHBfu7SiKKsNlroSDGSbGXon16qauWAj2jPUu5xs6z3Puv/9+rLU8+OCD/NVf/RU33XQTP/3TP02n0yGKojIm3mu8CC2ZRxX+JU0wfoMmC3SP+3Kv5Fjs9Oqi7OldXK6EiAa8vqptOX/u5StlW1FxFBImaq0109PTPP744/zmb/4mzjk+9KEPlYYK9Bh0YkZ+v7eZdMV+SZIEY0zZMC9oaVQsHGHTHNISkiQp74c8z5d1lc3eWM7aacs37bii4igkhGVDIrxSih07dvCpT32Kv/u7vytd5mHBrXJc5k6QewgdnsMxh+W9y13shAqboBqbZVmVmL5MqQyXioplRNBLCm5z6Bovo6OjfPKTn+RrX/va6xtOWkNhTOVtOUCCVP/o6Chf+cpXSNO07EJ+tO3qFwvB0xLHMcaYUsU4tFmoWF5UhktFxTIiGC7BMOldTLdu3co//MM/MD09DXRzNdI0Xda6NkeCcIy11hx77LGl16VqqrpweO+59dZbuf/++4miqNQMy/N82ZcGH41Us1VFxTKkKAo6nU5ZURVCR9/+9rf58pe/XFb4aa1x1qGkqkJGB0gIFfX19XHppZcSx/EsIbp90RuuqMIXhxfvPc8++yxTU1Pl+QmGZJ7n1bFeZlSGS0XFMiOUhYZH6IbtnGPXrl288sorZTNQrTVRHC30kJcUIZdilhYOvGFVUejc25ssuty7+M4HQSH7hhtu4OKLL57Vbiack8pwWV5Ud0xFxVHGngtlWTq6EINZouxtIXyjcETQz0nTlCiKMMbwve99r+ohdZgYHByk1WoBlHomvdouFcuHynCpqKiomAeEEGWDz9A/66mnniJN04Ue2pLHe8+dd97Js88+W+ZsdTqdWTonFcuHynCpqKiomAeCymmz2cQ5R6vV4sMf/jCrVq1a6KEtaUIn5K9+9as8+eSTQLcTulKqTNKtQkXLi8pwqaioqDjCeO/Jsqys8ArJo2makuf5Ao9u6SOEYHh4uDRQ6vU6Qgg6nU6ZA1OxfKjOZsWioopFVyxHhBClYF0p/AeVzshhQkrJddddx1lnndXtv9XTXNVaW3lclhmV4VKxqNiz30bFkSFUt1THen7YsxIpjuNyYa1E6w4d5xxf+cpXeOSRR/DeMz09XZb8V6Xny48qa6li0dDbYTf0GwFKQbWqF8zhobeMNzysdyihqsqiI0SvxksIW1Q9jg4vu3fvnpXoXBmEy5fK41KxqOjdJRljSg2Sasd0eAhGYTBYyl4ulclyRAnH2zlHlmVl3kUVxqiomDuV4VKxaAgNAEOPkd6maVVI49AJYmdBTTcc01CeW3HkCIJ/Ukqcc+R5jjGGWq1WGS4VFXOkChVVLBrCpJ4kSWmwKKVmhY0qDp6QW9FsNoHXwhdCCFzlcTnieO9L8TmlFN57Jicnq4qXioo5UhkuFYuG4AXIsqwMaUBVaXS48N7z1re+lQ9+8IPdrtDG9EiiV/kAR5pgrFhrsdaSpim/8zu/w7Zt2xZ6aBUVS4pFYerv6SqtunkenQSBrk2bNlGr1cqSxk6nc1gT7Y7Wa6uvr493vvOdrF27ljzPy6TQSudifuj1Itbrday1bN68+ai9HisOnaM1zLhoZqveJLWwI6maY82dUKkQ8kNgaS3UAwMD3HjjjfT39wPdz1Ov1w+68mJvjfCW8zUV9EICWmuklPT19fHxj3+cj3zkI2UflxCaU0ohhWQZH5ZFQ5CjD9dgr2dxsRPmY2tt1XF5ERHmfHh9B/LlyqIxXKBrsGRZVk6oS2nBXUyEhdoYU3akXQrHUinFxMQEX/3qV+l0OmXIqCiKg/a49BouIQk1LB7LFSklSZIQRd2uz/V6nRtvvJGbbrqJZrNZ7vqFEOXvVBx5tNZlki685lleKmW7vRtJYwwTExNLxuhazuypVZOm6ZKY7w+FRTN7B0s+xN7DiaiUJQ8c5xxFUVAUBWmaltonS0mASSnFunXriKIIrXX5/8FeA73dYUN33uWumxG8bc45ms0mN910Ex/72MdoNBrA7KRcIQRUt9cRZ2/X71Ka14QQpGlazs3T09PEcfxaZ/ElMr8sJ8IxD17T0LgzfL2sN2cLPYCAUgqtNVrr8oRUN8PcCBdrHMezWrovlYU6eFd++MMf0ul0MMYAhybZrZSiKIpZmjDLuUopGC19fX0cd9xxfPSjH+WGG25gYGCAdru90MOrWKJ477nlllu46667UErR399flnJXXpeFoygK2u12mV4R8qdC1GK5smiqisIiC1Cr1ZiamsIYQ1EUCzyypUVRFAghSJIEeM0YWApGoDGG4eFhrr/+ehqNxiwPycHuHoLXLhjGQZ13uVKr1Tj99NM577zzuOmmm1i9ejWNRqPUDKmoOFheeeUVdu7cOavab6mEoZcrQgi01lhriaKI6elpnnjiiWVvTC4qwwUodTuiKKJery/wqJYeYZEPi76UklWrVnH22Wfzgx/8YKGHt19CYumKFSvKXi6H6i0K4TPvPffccw+Tk5PL2r09MjLCn//5n3PcccfR19eHtba8Dpbj562YP84991zWr18/SwVY60WzhByV5HleCnYCPPnkk9x8882lt3q5ckRCRftKOHujXItgOXrvufvuu3nkkUcqa34OhGMbpMSdcxhjOPfcc7n++uuXRMgolIwC5XgPJVTUW1J9yy23MDo6SpIkiz7+eygmRr1ep9VqzfJW7TfmPeuPiX39oKKHo21eEkKwevVqms3mLJHIqh3HwlKr1UqPKnS91kE+Yjlfo4d99hZCcM0113D++eeXz4X42xtd4L0lgrfffjuPPvro4R7eESXcyAtVKhiqScIFG8dxWQ7bWyK7WOk1bHsTTOHgFwprbVlOHW7oUGG0GJBe4b3ECg/C4YVBuT40fTO/Ieb0EELOJLTLmV1Y9/necNueDRYBhBVIB1IIhBdYAdInKAeVATObcC3uqTe13Bfwf//3f+fRRx8ljmO892USaMWBs7dKvkMNXXvvy3k/zJvL/bwcdsPFe88LL7zAtm3byiZusyoY9kGoHuptshfeb6nQ29U4aB3M998HynLX3q+X2nEMyWXh+jkUnHPEccwnPvGJ14mvLTweJyygiHWCUA6f59giRwiPhgN+KDxSePAepQRSglIQRRIhPOD2+fDCYPQkmRjDeEsuwKPRAhBL59qZD0KVmxBi1j2eZdmyzS0IBn/v/Py66rSKAyIcx945Ojw/F8I82TuXhWtzuXvCDnuAUgjBE088wcsvv4z3ftaB7A0DHMj7LCXCeEN+TlEUZYLsfCaw7e3vLKULOI7jsiQeujdiURRlxdlcCMnd4Tycd955tFottNaLxuPicNRrdYyp44xFyJw4MtRrEoTCCTUHf4fHo3ACDHPzkzghETSIsEgHWjhi45GuBsniDqvNN70l9eH6DF8vtXnrQNnf51qun/lIEDaRIZwftKWCZ/xgOFpE53o57IZL2N0mSVKelOC+Wjy73MNPURRlOCwkmQardzl/7sOJEIJOp8Ojjz7K+vXraTabs7xwcyW4soPh/Oijj5bVaoupsshYh3OghcfjwUX4ooZwU0h/4FV1Ho/0FukN2uV0vSkHhkXjpURQdPsWCU+hDB0ZdQ2gam2aRXDHB0FD6G5aFnvuVMXCEkqWQ2JzSJo3xiyJcP5i4bAbLlJKsixjenqaKIpKV+py7ocyMjLCpZdeWmqG5HleLrZV1v3cmJqa4rOf/SyXXHIJ9XodrTV5npMkyZwNwLCweO9pt9t8/vOf55VXXpn1/EIjhcQWHs8UkRYYB1LWEHIAR46l4MCtBo9F4YlAJHMah8CBzzFOIooYpwWFdGRM43HgVWW8zBCunaA51bsIVd6Hiv0RPC29Xy+VHMTFxBFZVZVSpccllDcv5wU8SRJGRkZmJTuGyayayA6coDkTcgXCAlGr1Q7K6A05MsHgCS0E4jim0+kc7uEfFJ4Zr1CUkRVgvST1hkmxAxnnYOfwuT1ICd47nDdd782B4sA7iZAKoRwKaDrDkCmQ2i8iqcqFJ4S8w6ITctpCmLjysFbsizD/rF27lne+851IKcs8vqr9xoFzREJFMLs0N7hTl6tY0auvvso///M/8+53v7sste1tRhZyLCr2Twgn9jYAnEte1N4I157Wml//9V/niSeeYNeuXYdx1IeG9xaERUhAKAQ1ijxl01sHGPnjhHay+4AdHc5Bo76bO0du4keyMSfDRQiJFJAphxSeRNSZcjtp8CY81UK8J319ffzqr/4q/f39pad1ObM/72RvNWjF/gmb21NPPZW3v/3th+XY7c17vFg8ykeKI+IGCbLqvZ1QD6QUuvd3llJY6cwzz+RjH/sY1lpqtVr5+aMoWtYXz+FGSkmr1eJTn/oUK1euRAhBlmVorQ/K+AsZ98YYoijizDPPpK+vj61bty6iG9vhHfi06ynxZLz4Hcv/GW3jI3A1jZvJnYqiGOh6pfSMJ1Oq7n1irWHF0Dr+n//+aTa0TsDh5hTakaJbhWR917ui0aDq1NQaJHKmsujA31BKSX9/f+l1DOeht8R9KRNFEWeccQZJkpSu/2BwL0fCBrT33FUGy9zplWNot9sMDw8fdDRiz8rb3lzS/v5+JiYmZlWA9f4PlLk2YZMYVMbnU2k9iKX2VuMdyPV0RKqKlFLEcUye56WoXG9Drn3R6XQoioJWq8WqVasYHBxkfHx80U90oT+E1po0TYmiqPz84ecVB0Ycx5x88sml27RXl+ZgCLo61lo+9alP8fzzz5f5CFmWHa5hHzqeGQ+JYXoUHv9OihByJh9HzkxK3WT3JK5RmAIpI7zvGsmrV6/lv/3u/+SSY3+WhDe+1/ZJkIQphzX3Ccx7z5o1a/j85z/PDTfcwLPPPtt9ayGo1+u02+1FYjQeHFJKxsfH+bM/+zPOPfdcoigiSZKDrn5bCoQ5uNcwy/O81HSpjJcDp9FocM899/DFL36R3/qt3zqk/M/g1Q9FDM1mkzVr1vDcc8/RaDTKPm1BpK4oivKchTwtKbuaTxMTEwvSHmbPROUD2aQe9u1ByGnJsowkScqL+o3KT0MTvFarhZSSSy+9lJNPPnlJTHAPP/wwN998c+lxCcegV4q54o3plaU3xsyqSjuY62DPrtCrVq0qk+D2dz32VjIt7AO07uaLdcUEJVJCXqRoLXHOoJTk2GOP4XOf+32uu/5niGuH93oTM//mmpmrtebyyy/nD//wD9m4cWN5vDudzrIw5AcGBvi1X/s1Wq0WzWaz7GK+XD0u8JrXJYTBq7lt7gTtnzRNS8/voejgSCnRWpdNdU888URuuukmnHPlxiyIb4Z8v9ACJORlZVnG1NRUOe/NJ2FjGtb/4DV6oxzEwz7KkJAbPC3BdfVGi4/3flYJ8ebNmxkdHV0SE0Ho0NlrsAQWu7doMdFrqPS2f9jzmB4o3ns6nQ5CCAYHB/nEJz7BMccc84al+eHm2VNhdr4fYQxpmpZjDq7VWq3GBz/4QX7xF3+Rz33uc/zMz/xMGaZcaHrd0VdeeSWf//zn2bhxY+kOXuo5X0HiYGBgoHS3h53tciWc0z0/41LYWC4mwhrRW5V2KMcwzA8hl7LZbDIwMDDrfIUNYW/uZQjBh3X3UD3bB0uWZbOEDYMN8EZG8RGR/O8tAw67kDdqsx1+Hoycq6++mvPOO29RTMRzJbjklppi7UITrpPwEEIwNTVVdnWeK6G6LVxDcRyXVR9vtMgstLcljD8YKWGBDKHYgYEBPvnJT3LzzTfz3ve+t8w/WCyKmeEzWGt5xzvewRe+8AVOPvlkgEVT0XWohPyAsCAELaflyuWXX86mTZvKeTosOlWY6MAJ+Xa9hQeHkm8XPF+hJxtQpiiE74uioF6vl16WcL6ChyW89lCNqINhb5v8AwlXHZFgbDgQ4eIOlTb7856ECTm49ZfazRB2yL3utkrXYW5475mYmODmm2/m5ptvptFo0Gg0ZpWdHsx7BiN6aGiI3//93+e+++7jD/7gD5icnNzra2q1GrVabR83j2C+evcopZicnKJWi9A6wlrD+9//fq655hoA1q5dC0CapjQaDXbv3k2r1Vo011zv7vKSSy7h9NNP57nnngOWjycyGIwhT2ApeIgPBiEEl1xyCccff3y5Q+7tVbRYrrmlQKhA65VrONjwadjwh3XTOcdFF13Eddddx2233VYaI1mWIaVkYGAA6J6vycnJ8voNa2+z2WRycnJe78/gwQyfIXiM9scRSc593/vex1ve8pbSGAlW3v5KW3u9NGFHvJR2L703cfg6LJrVTX1gSCnJ85y77rqLyclJms1muaM4FKNFSkmn00FKydVXX81b3/pWlFJ86Utf2uvrPvzhD3PNNdcs+OJqjOFP/uR/8653vZuNGzeSZRnr169nzZo1SBn6kXST/ZyzNBoNuodpfgyrrl3XrTbyvrexW9e4c87O7DA1ExMTTExMLIsGcL2blKIoZnatCuckCIHzricjqHssvGAmV2hp4pzjS1/6EhdccAGXX355leNykPQmxYYFO7QgOZi1olcdPHhy1q1bx2c/+1l+6Zd+iSiK2Lp1K5/+9Kc566yz+OhHP4r3nqmpKT7zmc/w4osvcvXVV9PX18c3vvENfuM3foMvfvGLbN++/QgdgdePP9xLoarpxhtv5OKLL97v646Ix+X222/nAx/4AFdddRVFUZQLz/5Oyp6Npg7FCl0IQughnIiQKV2VDB44we3ce630JuzOlWA4Q9eLEt53YGCAG2+8keuvv/5158V7z8qVK2m1Wvt41w64BI/AyRR8hHAKITMQoRvz4aGr9/AmWn19sxYJPyPlLxXl3xNKoiNFtw7IzVs/Z1MUKN3VMREIZHnPepx11OsxW7dt5VP/93/jnnvu6Z5jCQixdJtOixmRP2eQCqwtkCpCyO6Z8bYgkuBdt3eUlR6HIaa2pI2XYLD1ls/2Us1xB0bIPen1zh/KBje8R3g/7z1r164tPbLGGDZt2kSj0WDFihVA1xA944wzyLKszNX62Mc+xpo1a/iJn/iJw9Lc9kDYM0wmhGBkZIR6vb7f1x12w0Vrza5du/jWt77FhRdeSKvVotPp7Ff9dM/BL4YY/Vxxzs1qvhZFUZm1vdSTEeeLkJR14YUX0mw2AWYlsM31Rur9/V4j2HtPs9ncp3GyL2PTe4/1UbfOxnf7AuEkWA++jdP9+MOZNiYEA8PdicbyWpBKoHDsPWhVPjdPt1DhJCYzON/NITLWlp4YrWNGd+zgd/6kiW8OAAAgAElEQVT77/I3f3MrUmlqtRrWeZwtlmwLga52jkTIbk9uhMAhu+fGeYSRWKXwvmucSUB4hdBL9APTXRx/4Rd+oRRNC6HbsGGrvC8Hzt7Wt4OpLNrX7/c+H7w7IcQXkFKybt26Wa8LYaRjjz12TuM43BzI+n/YDZcQv7vlllt4//vfX1p6eZ7PCqcsN2q1WulZStOUer1+SGVuRyNSyrL6p9VqlcbG4T6Ob/Re+/u5ERYlJMo5hFPgFV5qjB8i8n5GqO0oQkqKLMMZg4pr3UVaScbHJ/inr97Gd++4g6/edhuxismyDkkSd700S9bdAsJZ8B7pPdK7GSN2xiMhLDaSeATIGVkcD945PHKp2moApUZNSEQOZbgVi5feuWyprEUHMs7DbriEEE+vd6Xdbr9hcu5yIMTqarXashajOlJ475mcnOSWW27hd3/3dxkYGFh0VQuKhO6ypMEJvBYY4SkcaORRZ7c4a0nqTWKgyLtq2e3pNv/rf93MH/3xH9Fpd4iiruBVFNfI8gLjPGrxnNI547xAKY2Q3Yf3Du88CIlyAuVFN6dFOrxLEWi8i2ZCZAs9+oMnbCBCzmIQoINKZLNifjnsq2poqNib2BjyC5Yze9M3qKqK5ob3njzPufvuu+l0OgwODpaT5GIxABUdnE/xsoEQCd5NI90UidcYsTjGOK9I6FhLYQwKibCC6c4E3/v+v4OboNmKESLHWYsQijhyCKWxWb7QIz8k6nVHx4xh7QTWzeQUSYgcSDfjWfEF1qVYPYDXmkQs5QyX18LfoYotUM1xFfPNEZlpQ1ioV8ckZE0vR5IkYWhoqMwSz/O8vMlDpnTFGxOE4j7zmc8wODgIUAooLYYwowCwMSDxKgKX0d5+F8Xof9AoUiLr9sg78T3fi/K5nneb9ezs3wivEqFuB1+mds5+j9lOnvA3e39XzHrF/pxCr+XR8JrKk/fgw7u9NlIx8zMVCRLnEM5TCMkLP3iM/+tNj/FzJ0mcK6jVYqz1pYaF8Rbr1X6PjC//xt6O5p7XgS9fJUU371fOvNJ53x1+z7v61x2F146VkDM5KaL7sd3Mo/fISS+I9BQnTN+CfKSJzDIQAh/FtE2biARpHFHdU6gG6ririPrOR6iVHAHprHkheMyDNhK8Jnux3D3pFYuPw25JBEMly7Iyc7pXYng5uhTPOussPv7xj5dNFcMxCD2aKg6M4KU6/vjjy3YRi8FgCXQriSTGpUR+pkV9+irJ2CPoIsXEDaQC4X03adfJbhKtEt0EXjwIPbMyZuA9duadpdc4D154hJAIr8B7nOiAjLFGoWSGEwIvkq4hYywoh5SObjlLVFaxKFngjAcfgXQztcsKJzOk0GDlaxm/EjwGhMGjEVKQFZItuxwgWTcYEakChEdJ1f0s0lPIAu8dW7dKnKjTX0956omH2bF1lGNGHAKJ8RavCgrriJVCOYe1Aict0kuElOTe4qVHSQFW451HKgN4vJcgFN5bJMEw3KOahZnO4pGgk0q2TzimjSNSgpV1TatPk5BiCoGLQQoLRbcCyjmLkA6nBM5KpiYkOzqG3HkakWDVoKKpPQKHQyEQKAxWGXaPPs3W0X68VyQSBloF/QOG2NUQbYe3gBpAFC2kGGKpGi3wWuNcoNQeCV714GWvODD2FGNdbOHwpcARudp6ZcullKWFvlxPTigz6y29BWYll1a8MeE4hRt50fV6Et21XskI6RUOibYF6AhQeCFDJibSKyDC2xyhwQlH13CpgxIIphBWYm2EiDzSaiyWIvJIJZAdh8r6oL4LUVO4yWEisQPvPEWkUM7grUTEEVJ1ILMgmjircFgi3caZCCH7QO8C28GzAkeOEBIvBEKCV93/u94kS+FAJZLdYwlf/JcUh+NX3+U5bsQghCQSCrICagojC0xRcNu9NX78VJsLT9jCMc1RsA5hBamNmMg8cQviuIa1OcpKRC4hNmgEyBgjUhyCyEgoYgrliYXBeUHmwfkI4R1auG4S7CyPS9fbon2dreOK7/244I5Hc7bnEEeeC0ZiLrqozttWp6gsYrLmqekcPSmQjQRNgRc5r1rFjx/XPPKA5OFRS4pgsOa5eKPiilMUJ6zpQKExUpEbzY+e93xnh+bZXTFTE1OsShqcdbrkirdpzum3aNnEyhQtR9E+xsvXfGdLkVDCGyTi4TUveuVxOXBC2Dvo/8DSrKJdaObNTD4aFBaX82dbaBbFsfXdG8Yz4wUQILTA+wJhC7TTCFfDEmNUjlfjCFEgJFgcWtQRbhc4A0iEaqFJwBrwbZQ2SK2xwuJrKVL0ga7j/SRS1gCNsCk62g0URPV+oI6dVkhlEHEOok3iPeQWIesQ51g12dUcMZ7IDGDENEWjgARcbogMRLYFph8lpxG+QIgI51J81MGoKZJGHdGRmM40IvI4o6kVLTLbR70xzuiuJ9mhdrHhZEGqHbu04rvPGTY/otj0JsP5GxVaNhivtXEJNIuYNDLk+TQNGRE7jTUZXk91wz1ZHYwiUh28bKOFACExuNlmy4wtIGXEv96T8K1HUlY3FG8/scXuPOPBzdO83J5m+DLFOSdoVJahHESxJLcp2oMwMT96UvHlOzIGIrjm7Cb1yPLgCym332/YMeb51fdo+kROFin+48WY2+5QvG3TABedW6eVGF7Y4rj/gSbtdIITf0IxNGAgp2vESUeBQi9pFRdmhf2TJCk3ZpXhcuAEddiQRtEbaqs8LwfOvBku1UmpWPp4hBMIqbFe0LGW2HRwJidK+kAJpMjQtsBahSnquLgfZ3KSzKN8DdQ0qBwvW+TGInRKJIA0glQQ5zneC6RagdUFQilIB5BYiNo4cnxaQ0ZDONvGmVGEbEAs8TgEfRjlIE6BFJ93EGmMFKuQoglyB0pFCNPEGQnWop3Fk0FUoKTCO4MgR0hNbkeQqUZ2OhS2jahFCNXE5RmFakPe5MT6S7x3w6sc3xTk1iBiQbPt2LZLcv9Tmg2rc2qqTTQ+jGxEjLkpnIRYNIi9p9YxFLJgZ5/De8nwdEShHS62JFJhshllTS1e57AISsGPvDLBPU8roiHHT16iuPhYxctG8LU7BXc9nHDnkwUbji1oeIMqNF4KvHQgJLvHJT96XNMpCt5/leMD5xqYLDjjtJj//Q3FA5sLHtrsueRkBW3Nk8+kdGzE29/a5rorBS2heHir40u3TfHY832MTec0mjuJ5QjeZnhf7OElWnr0am2FbsOhMV+V5zI3wrEKxkuQ6l9U3uVFThWYrKg4QARA4fAanAIlBareZFIO4PM++tRWTBGR2QGMFEQioykcrm2ZjBOc1wjXR4KiJkEJg3ASbI6PFQU1ctugMA4nHMJO0+drRMQUkWNnromihJbU2NSha9NQrzOdDWOKlJqcIkkF0sa4OnQosGkT4VpotRMVP01SG0DYHGUN1io6TtBG4H3CgNbUdBthO93XyDrTFmyRMd0xTEZNohz6O5PEdUVHWB5+8j62bXuVoUTTSDSTwlD4Gkk2SK0Yw5Gz0yfsEIaVepzEK1qywDnYtUuglSb3hppyDKZ1UuOxdcdoZnHSsrom8M5jg6ryPs7NAy9JxjsNLjqpw/nrDC07yXEty5WnKX74dB+Pv7qTl3fnbBwAZyR5ZBDCkWt4YkfGltE+VicJ562dwKVQ5P2cMNxm4yrD1i01nnllmvPeZIkKy8XDEadclPCu83NWyAKpE45dbTi+v58HJpqkRY5xhkQFQ8stcbOlS+jFFHLPgp7LG6mcVrxGyG0J3hagTHquOHAqw6WiYg54Lbq7dQ/Se3yn4Dvff54fPWd550XH8cpL/fxws2VnNMqJ6yf46bOPw00N8XcPpGzd8QKq6OOiM1bzXy8VDPASrh3jmg22FTn3P93mRw9oXt1lyOq72XRiP9dsbLJ+zSiv7k75y9sLBoZaXHuRY/2wRsYFLz4vuO2bWyhqY7z3qj5OXOnxWF7ZNcS3HhQ880xKPpUxfFLKxW/r55KhGKkSdnQ8P3hyjLufSNkyPcRQ0seFI5Occ7blpBMHcDQoXI5qbOehsSH+z2M1HntlmjXNnKvPhLNPErz0+FNs3ryFv7wTtu2U/OSZKRed4dmdxvzR7WM8/WrOuFH8672Csd1w3aUw1Jfz5Ctw16Pw+LMZKQVDw57z13uuPi5n7aDnkV2e274NuRH817fXOfmYjMLEmMISqb2VUQs2b68hPJzQsAwpRWEiYiE5ZcDS1NOMpTA6pTixZXEYvHJIIxDKQQRWTjKUKBIMmZSYBuiooJE46srR0AmYgkZiufJ0TYZhZZIgbB2r20xMetpTmv5kF81YUk9WYLOut0UTIXzwDi1NvPe89NJLjI+P09/fXxZdVPkZcyMYfI1Gg5NPPrlsnVAlN8+NI3a0evvEhO/3xb4u/qXUZLFi+ROKdx0eJTwKsFGL8WKER3dKxu4WrGrspNUPoxNN7nqowfiYotF+kZpusnK4xeOPjvAf3zOctH6MCzckRHqQ0bGU//xRizsemUaQs3qoTpau43s/7LDt2W383JUd4jVr2LLLkVpo1GdyPgCfDLMts7Stx8h+RObZTcrX79nNdx5JOfOU1Ry7TrPl1TYvPRrj3lIw0VnDfz4wxR0/UiCGOb4/JvfTfOuxCZ5/JeKnr15Dq9nByFF2b4v57lQbKToclyRs3Z3wuX/ZxcahZ7h83XYGhWbHdtg8WWeaDk1naVnHimHDlrGIqaLGcHOCYxpQK/p4anObv/tezjOvSE4aEqzQnld31fj7LSkTpwmue2uETR0TmaOdOYzRKGdxXuPYe9NL76E97ZBJimwJrNYQdWgbT+ElrbjDq5Oa3ZMg1jmcdDgpkHkN6XKObUn6mjkv7JY8uM1zaX9OU+Y8tU3yyJYEG2Uc1w+tTosJnUEtpalihM8RNUdb9vODByVPTI1yyZs9Q/VBpOmjELvxqlvNpfeSmLuUlLW993z5y1/m2muv5corr2RsbIyVK1cedDuOQxnHvlgKxzIkN5977rn87M/+LFpr0jQlz/OqNcwcOCKGi1KKLMv4+te/zimnnEKr1XrDOGhvh8jAFVdcwZ133smOHTuOxDArKuZMN4+kex1bIXDOkIsahazTqjmuv0Zx7IDnxz9u8cf/annhOc373zbAe853TPmEv3RTPPS0ZqKTkGcFSnoeftlw+z2WtQ3PB66pc8apGZ1tNf7x7hp3POn5+v1tLn2LQ9cdKgY3FUES4acl2ALZKHDGzaR+JhRpxNhYP5HaymXnTHLhcZBtbxA3BlDRKI+/sJlv3+NotSQfumYlp6yfZHcn52vfHuL+HwgeeCHjsjen9CvJC+P9vPt0yzvO203fUJMfPtDHjTc/zwPbt7Hh2oyz1tQY1BJdTNFMwDtBf1TwoXdC8n3HN+6GS8+3fOBChRvLue07juc2Cy57U53rLjOM1Aseelnz/31Dct/TdU4/Kebc9ZNcdRlI4ThxXRubGrwsUN3M6L1S4NCiiRQphVdIA9obZKyIWw6302JMA9GMyTvT1KRGym4Q55gBwQWnKL56l+Lvv+PY/mrMAJKHXvU8+1IfJxy7i1NPsqh8GtGSZFIinMbFfTg7xRNPTHP3Q8MMrtS89XxHvdHBGoGMu00WPb5b+j5TNhzCBP/2b//Gtm3bXjfvLVba7Xapgj4yMgLMb+5ir8xEyK0Jm+Pecu3FTpqm9Pf3Mzg4iDGGOI4r2Yw5ckQyqkKny8nJyVm6Jm9EcJuFG+Hnfu7nOPXUU4/EECsqDgoh6OqTOI914FWKlhk1u52T1k5wzFBOBKw5tqC+egdKbufSUyJqiWBF0mDNihyjLOM7FUIYrPU8/UKLUTIuu8CzaW1ELZIMHjPJT120m5GVige39TE+Dl5OY32GFC3yegcSCSqlbdrQaRI7CVGHgdY4p603RAj+8Zs5f/vthOeyOr4xjlcFm8ccOybW4r3mhz+c5i9uhdu/LRnfrpgSAzy05VXGJ2OidIBjhuCcE2P6jmnyxOZnyXb+iJHkecY7Ka90wMiCzGU4Kci9ol1A4TKUKGh5jxMSX4A3kt0YHt2WkEWSLVMZX7wr539+U3H7Q9N0rGNnJ+WZnbupS8umlTU2rWoRe8hct8pcebEXu0WA8OiWhbSBSiW+VmBFA50o2uSMtT0DSjAQOToekBHSS1JvKYQgVoqrzja85yJBoy7414cK/ubHlvteltSjlLeflaBjoClIMkhMQWwzZJ7y0thK/vHenEmzlevOGeacoZUIkSCkRziHLCRGOryTOOvI87ycD9M0ndP8uNAEUdFgIATDYT7H75yjKIpSZTsYgXfccQff//73520cB0sQJQ1K60mSVEm5B8Fh97iEXhZKKcbGxiiKojxZ+7Mqg9vUGIMxhnq9zvT09Ouk9CsqFhIju6Jy0lvUjCxZwzvq3rG6JZCdGFmT1JJxmroDjRZajyMz8LWEejNCSYMCtJO4dk4+DYnQ9B8X4+o7yIs+tJf0rfT06TZjacx4ViPNpzGRAzWGz5s4uYs8Ksh9nb56P9pbMAU128fVbx5lTf8k//LEAF9/usW9T03xE6darrxsgLGdw0x0LPXVDtGaZFBY2r5g5JgG79qwk7UDGkmLyWgHKgbRF/H4Yy/y3GPPEomC2joNz0iiLCbWEEUpSkBNKCKn8A4QFl1oGnKCQQSyKCi8puMjoqZjxcqIuu3DWvCtnDed0eYCa9k0IFGZZjC15LFnOxbRJ6kZiU3NXmasbr3OMYOe58Uk2wvHlLREbgodW16ZFKTtGquampWtNrLtqekW7bSDjhO0KMgKT5+EnzzbcvEJnh1ZHw++3OSb923jghMi3raxn5iMXFt85qHQKCnYnk3yp/fCQ1uHuO78af7LWR3ijkRZBTruVi15i/UCqUCJric6JLNeccUVrF69mm3bts3rNXwwBAMl5GP0ejjmOz8jjuPXid7df//9PPbYY/M6joqF44go50op0VpzySWXUK/XSdO0FGXbl2sxtAkoiqJUoB0bG6PT6RzuIVZUHBwiyL+DlnTDFrknKzRGxmirkaIfZ8cxRiDz43BZhBXbEb6FzXIyJsikxethBAOopmdg9TbcIwnPPuV581pBUxWI9giPvQRjuz198QQjg47VDZguFK/iWKVrKFdHTffjJzIG13aIax2IDIVaTeEcp59RcNJGeP4lz63faPOtxzWnnDFOY3iUob4maxo13nWZYWXNYaZX8cL2V3h+5xRnHn8irSlJv6nz+HSH7973JCerzaywBdvbnpdfBikkWnsmc0thJRSCIneImicWEWnbk2pL5gyuUGgFTljqqkB3FG8e8Vx5xhSi49mRwMOba+hOPycd5yjUGJNxjo1BxxLhIgojAMvefC4gOPWYOvc+YHlii+PVUce5Q44sFbz4eEw7VbQ2GFafEKNtB591DccoySgKhWumDKgWerxgZJ3j/q0dnn8xZ3W/5x1v9qxiHOMFU6agISNWd/rYKRx/e3fMI0+1eM/pBT91saBR34GPBaQOn7UQqgU2xnkLIgUUSVIrq3G+8IUv8PTTT8/yYixWnHOltyNsMHvVc+eLoDobQizB41Kv15dEjkvF4eGIeFyCQNGZZ55JvV4nz/PXhYH2JFyEQgjSNCWOY37v936Pxx9//HAPsaLioNHYmR44Egk4lZDHLYqaRsQT0NxJzg50YwQlB8nyCUTT4rTFpwIlh4kU5AasTlG6yeknrWLj4wV33uWoJ4Oc/CZPZ+s0t98n2DXpeeeFuzj7JMe2p2r8/b0dbv9RnezsMeq54EcPreSVraOcf6amv38Y7ycYTXfyje8lWGIuv1CydqRG30CNLZMR+egAp6/fwUMrNI8/CPeNwEnHSDqdYf797nG2bhkkuVRyzoYdeN/h6bvH+H+/v5V3vqXJuv4p7v2h4IlnBjhmbZtjjp3G1yVStdBEODHFtMoQGHwckfblmLhGrgS598Sx5/w31fmnezT/+miH+sppmlLxyHOKO+5LWVHLaa6EVSsFdz2niDxcsbFFw00yLSQ6lihrZ+e4ekB4Tj2+w8mrNI9u6edfvjvJ9LmWbTsk/3JfRCvucNEZir44Iu1InntZ8sL2AdYcs5sz1kGaS4xxNNHsmPB8+yHLlu0FP3tZg1OPL4jzvJskXAObS8ZFxj8/ZtgcOU4f0Zx3kmNb2zA6vZqO1KztN7SiaTRjKNWPkhrhFM6BkN3eSdZannnmmSWzMfPeU6vVaDabpdHSm18yXzouvd77kNCqtV70hl/F4eWIeFxCg8Esy0pjJLga92W4BDdkaOKV5zm7d+8mz5d2F9mKZYQHicV5iUMjhEdIgzCjyHaGyIdwxiOiFfishpl8GV1YZC7J1S7i2kp02yEmHLEHL3fj82lOP77OT12V8q3v9nP73SnpvRltlzPQl/COCwRXXQwtOcGFp67nyVHNkw+Mc/+jEaKTUtfbOf0t05x3niUxwwiXELtJVGeY+573PLx9EpdvZWqyw6ZTNSeeJPD9mredZ/jmDwx/+80aBbvAvsxIlHDOBsMZm3JGs13cueNldoxtww1Z/vQ/IbIem9dZMTzFVZsy1vXVyHKHy6aRViKdwTuBAby3+PEIsgiXZXgliZXg4rPHGR3X3PG05g/+gW4bBRexdhCuOM+wca3jue11vnO3Q2bw5r6YkXWQSQNypufCLLrdi1YoxzvOz8mt4b4nJD94SmKFpdU/zQc2Ci45rkBNCEytwQ9fyPjPhyxvu8BxzgbBgG/SLnIma4L/uEfxg0cKzjs14b+copE6JTcCLRSuMHif8/ebC/7p4RonnFhnKM74H1+ztJViMIsZEW0+9J4RLjivgTfP4gqB8AKIUMpjnS1zAJdSQmbYUHY6nVmGwnxXRoUNcDh2Ib9mvj0/FQvLEfG4hMz5EPKJoog8z/d7s4ZEr5AjEzLt92xIVVGxoHiJEKrsPCyZ4sx1BUO1YTasUUjrEH6QRjTOJW8bx4gRWtKgiyGE2MVJ6zKuedsIp59giYkRtKgzwcUbY45pOp7bMsnOHQOYeoPjjoNNKyz9AyvI8zrHHDPBde9t8/wTLbaMFyjRYKQZsfEMy/p+i5iI8f27WaH7efeVCcc+P8FL4w4znbF+ZY1zN9ao1adQxSDXXhCxYe0kz74YM1E0qKHYuC7j5I2SfuXY+eNdHF+8yvEXx5y+VvHq9jqbd0wS9eWcdWyLjasctURBx7Hp1Bob1lvWr7TotIHSNfDjvGVVjL9gilOP92iv0bbOuobg/ZdMs+E4y9YJKLKI1f2eN62RHLc2ppakrG7kXHVWtwFlsqLNtJRETuG8w2MRe0aLPGgr2XSCZ0VD8fCLgtF2QZ/SnLw24tQTDIkqAAMSTjtJkkQFGzeAcZJallNzBVs6jpd3CDauiXjP+ZKVepopLIWAIeFJnGbcevqd59r1gv/yFk08aGlnlsg2iGJHTaUcs2oHOrdI1w9ukI53SNlGuqRcaIUQFEVRfr0UEnTf/va3c/rpp5cVPQsxL4cNcGhgG8YSvPoVRwdHxOPSbrdLAyXclFEU7dcyD3HeoMwY3qvi6KH3+giTUJqmSCnLSWph8bRFh5gGyqquqJjyvPnUOheqJhKLtx18McVAC97ztmGMjagZg3AavObsjTVOP7mJ9h2UbeF9AmmDuo5402rLxnUNsHW8cOALZCHwnW5zQykyThg0bDhfgzRIlUAWgW8hUgFa4r3EWk9j6BUu6zPYukDkg2gziLc7EaaJL3JqusO5JyvOXNtB1up44xGxJ81znnhwC6MvvsAHNimEjpDtDhce65nwEh856DiUE+RFmySWXHFOjBGShpO43IPNkQLO2Fhw4pmC2Eiy1BIrj/SSlYngPec4nJLYzBBLh3CQOoXJJENNz9UXgpeAz8lzgfJhZ7+3kIRASEnkPSeNSE5cJ/BSEhtJXAgmY48xEi09Mi948wkR55/QTVKyzmMo0Fow7CTXnC9ItGT9oMN5izLdv2ecRQmFFp6rToPW2YbzL7PU+iOkdvjpTvfYiAQpHExYRK0PJxWRE4hCYJxB9vSoCRIQS8VwyfO8NBDCmMPmcr4I60Pw5oeeSaH9wFI4jhWHzhFJB++9qPdsrrivxSfcDGma0m636e/vZ3h4eBEsVhXzRW+ZaJigpJSLqA+KQJIgAeFTcg+68GBrQAMhdnTVUXUORhAZSySKbjRD7QYUynoUO+iW8YJQk92vfdb9C4UCMfWaV0ELBAWKcSBC5zGIDlgBJu0mfQoB0gG7kU7hdYI0MaqoYXwHl0u0yxC6g5AxVttubkhH4p1B0kQIQzph2Lp5My+/tBkTGyQC7BRt5Wibsa5OjAXEBEYBXpBZh2SKBDCIbi8mumm01hfoVHSjOxLwUxgBQgk6BVB0f9PMDEcIA24mGlSEY24QgBP776xsfYghZTOvFWQ4Upkjiq7yjrMzwzDZzLsCOHIJ4KlLOO14Dz7FOsgRSOuRgBUegyNSYB20bYQrUlSmIe3+PWEiEAKTSHSkKOopqRkn0TlWxoiZkxq8z7B0NmdCCO6++26efPJJzj77bJRSSCnLnJP5mqd7Q0WdTmdWMUe1Vhw9HBHDZW834xtdWEIIpqenieOY/v5+lFJ85CMf4c4776wSdI8SQnljaPsuhEBKuagmpCjXSD2N17Vu7kI0gokKtNqO8V2Px2vsa9x760si9vH13r6Xe3l+ZmPgQbRznLI4YZAiwcTTeD+GEBEms4g4wZsCKSOU1njjyNOcF158iWee2UyaFrRaEXlegAclZdeIORrorRrbB4V1yFjhlYY4wZmiu/FCoFKFNg6RGrS01BFIJ7HOMzExzsDAQHl9j4yMlFWXix3vPWvWrGHFihVlfkvYWMx3jou1liRJyrLy0Hqg1WoxPj4+b2OpWDgWVYOE0GzKGIPWmvXr19Pf37/Qw6qYJ0LMvygKpJQURUGSJOXzi6GfhxLghQUcYPF5isrbiMiiWC7d6l0AACAASURBVMER0nScG7GlhsAqEHhqWkAq8LKJa3TI8im0VkgFxuUY43lly4u8+MILeG+JInC+IIo8zoHxfh9i+0cfHogUCGlxpoMzEd6FpoMGX1NYXaC9wQuP8wlCaoSWNFut0kOgtea3f/u3+fGPf8zDDz+80B/rDRFCcPnll3PaaaeVnhYhBHmel6Hc+aC3o7JSijzPiaKIX/7lX+bhhx/mr//6r+dlHBULy8KvBDOEWvwgWBdq9asyt6OHkNjdaDTKXenU1BTNZnNRdE8VgNe2Gy0hInYxTBtsBzpFRt28yL77F88XHmQbayW2FkFaoFtDYIdxJiM2liiqQ57jjUPJmNEtW9jy2AsIYWlF3XwRay0CicNT8yCWSEhjPhBK05kCL2OEAW8tAoUzFqtS2rTpQ2F8Han6uoq/borMCLSOkVLSbrcZGhoqc7eWQsjotttu433vex/XXnstUspS9mK+PaLBcAnenjRNaTab9PX1zes4KhaORWO4BCu+N3a6eHIbDozeioGKuSOEYGpqiltvvfX/Z+/Noy2r6nvfz5xzdXuffdpqTlVhSRUUUIUgIKACUkC4JHIjjblRcpOM96IvCmlGkhHTEZN7x9VkZCS5GhWNJiPP8fKSq0bNFYnPYIhGgiISVLqiRLCA6tvT7r1XO+d8f+yaq/Ypi6IKzqmz96n1GWNzitOutfZsfvPXfH+sX78e3/fL0vqeCRkJC3YAi+kcv4ud6KFXkY9sxBdJL/hbMIQYHWBChdn9VaKRiynqryPzc0IBVgiEhdl2zN/833/Ddx56iiiQSOFRZAV+qCi0xWjTuV0p0JXL5TCWyJcIEXL2W3+SoTVr0FmG9X0MFmEEvorBBkgZooyl8JcBhnp9EHs4ydjzvDLZtR8MF+ddcR4Wp6B7qnNL3N8Lw7DMi3Se2OqQe/rQM4aLqyLRWvdd7wanhNn9/930xIbbJ8RxzOc//3nuuOMOxsfHy/Bhz2AF0iiMamGVRxxqvGW3Eq79L72RByLobKAaCqHJkz2Y0ath/EaMHyNsJy+g3Wrx53/9P/noX28lblmEOjxujTisN2IRHJF5Nz2+sZ5KBBmjywe5I7oe1l6E0BqhFEKAKgRGFgipkEIgiimMCBBSghCYwxagq4Zx5bz9QlEUZSWU1rpUsD1Va5zTBAPmGE/GGDzP6wsV4opXTi8cEAHKNgGe55WblfO+9DqPPvooH/rQh8jznDzPy5LBNE0X+9KOie/75eR3i2cv4K7Jvf+uouhUi1wdF6uwEqSNwHr4eYawRUeMTgikkIv6EsiOcaU7dTNidharW51KjEKiC43Vhr/44F9w10c+RBLHnRJdYzBFgTWGIs8x2mC0xhqNtQYL1YsydxeBIFQKSWcRVULgI5FK4EmFELITNvQG8FWEL3wER5LNnUQE9MfBRmtdKue6g1r3+nyqPEYuYV9KWUpsOK/LO9/5Ti677LLy+3zfJwxDoijqrcNPxSumZzwubgK4AdYPk9mhtabZbJLnedniwOXpODnsXrgfN+ld8rM7NfUKrrlmt9qy1rqHwoYChMQIg7IeoPGswFiBQHRKoXvA62IKi01T8GoEYQ0rLSpQYGsYo9m/fz/f/d73KLQudUUQoisB1x71saIb60qZ4XApesebAiCkwDtcNdb5TFiOiE4VTn95WBxSSt71rndx7bXXltffHaY5FbzYGurWsfvuu4/vf//7ZRNIt96ladqXz7zixemF3aDvueCCC/jN3/zNcsIopUrPUa94Xc4++2w2bNhQulc9z+sRUbcjWGtJkoRms8njjz9etq/vpWuEXjBNXhx7uAJIKIW2Fo2lnabkhaXZnOXrX/8673vf+7jvvvsoDldvRVFULewVx8Vay8GDB2m322RZxuzsbM+p1W7fvr1sSeAMqjRNe279qHjlVIbLPBBFEUNDQ2WJoCvTc8qOvcCqVatYv349YRji+z5FUZTu3l5zo+7Zs4cPfvCDpGlahrJ6PXmxt+h4AbK80xCy0WjQmp3hz//8f/L2t7+dv/u7v0MIQaPRIMsyms1mtbhXvCSf+tSn+PrXv04URWUFaC/NS+d56e5v1+0dqlg6VIbLPOAmr+vJ5NQknTBSL/Ctb32Lr371q2WfD+jNsJy1lrGxMd72trcRBEG18JwkApDCYvOcyJMII9BFwb59e/nkJz85x22eJEn57146OVf0HkIIbrzxRl73uteV1Z+NRqOnkotdpZHTAnMHM5dgXrF06Jkcl37GqTkqpcrYahAEPZVc7HJa3PW4KigpZU914I6iiGXLlvGTP/mTBEFQGn+95hXqVSxgEARhSDs32CInizUf/Iu7mJ6eKvWR3KLucrKKoljsS6/oYay17N27l2az2VN5cd10d4oOgqAUseyu+KxYGlSGyzzhwhnOwneVMb2So5HneWlgWWuJoogsy3rK3auUKlVzgTKxud95qed7rPFxou9Jt3aQS7KVslNZFEiFHRjgvb//3/lfX96HtUcSnZ1WUi8Zrf3OUtZx8n2f7373u2WvIpff4sqQe4Eoimg0GiRJMkdvptdKpLvHh9sfemWfeLm8nDY/L8Xxfrb/d4UeoLtct1ebpzmtA6dGnCQJRVH0jJsXKHUhXCO17tLH0xHn4nbhPfceukorV5bqOuW6MFChDQjFnr0H2Lt7N9u3byNNY4w+4m1xXhb3qjhxnPfPzZ3uudVL82k+cXOyO7zs5udir3XuoPjrv/7rvP71ry/fB7fW9dJ70i3x4NIJ3JzuV9wa5e7FebniOF6wZ98bpnKfc3Sb+u4Np1c33V6azEdz9Mm1n08ir4Tu2Hz3JlkUBb7vl40olVIkSVKqDHvKY//ePfy3//bfudK7hygAz/PxPEFe5OXvqXhluPwOZ0QuZSO7W0IBKCsoHb0wR4eHh4mi6Ec+30tjvTudAI6MoX4PhTsD0R2moigqD1NRFM37+KgMl3nALViuCsY1Bux391/F4uIWASe2led5abS4zdI1mXOL4fTUNJ/7x//NI/f/G1+45x6ufYei0AIpPJKkvdi3tCQQQnDzzTczPj4+R6+pFyv05hvnGYjjmDAM5xgzi8XRoZdexuXs+b7/I4eSfjZ6Pc9Da102xnUVtgs1PirDZR5w7rGBgYFyQ3FvVj8PxorFxZ3OYG6PFhcScgazM5InJyf5y4/9ZaeUvNXEegFCSHxPkuVpzy/q/YLv+9x2220sX768NFqcCu5SPawIIXjzm9/M5ZdfXn7OhWN6ri1Hj+PmtfOeulYF/Yy7nyAIyj3QeeXiOH5Zc6JWq73o1yrDZR548skn+fCHP8xv/dZvlSWC7oSc5/kpa/lesbRw3haX5K2Uotls8oEPfICHH364XOzc6cZay0MPPUSrHRMKKExOUXQqjaSAIKoRx5XX5ZXSnT/RfTDphXyPhUIIwRVXXMH69evn6FX1VDuOPsBay1lnncW73vWusvJ0KYwZay3tdntOO5mJiQnuvvtu/vEf//FlHeC//OUvv+jXFsRw6dUE1YVienqabdu2ldZmlmVlf4xeziWp6G1cEp8xpsxhCYKA5557jq985Sule9Z9r9YaIQ/3K8IipEIgsMbi+RF5nizuDS0RlFLEcVx6Wbqb+y1VD6tz+3fLPXQn6FacOHv37uW+++7jhhtuKA8k/W78KaWo1+tlrteWLVv4lV/5FZ599lkOHTo078nHL9twOVrN1C2yzhrfsGEDjUZjzvcvZZzbXilVKtN2S09XVJwsToG5u/MtzA0/dm+Y1tqyf47WFiM0QnTGX5YlQGVEzwfGGGq1Wplv5HKMekm3ab5xlW3dobGyc/gSkS04VbRaLZ5++mmMMYRhiJSyrxN0nS3gxoeUkkcffZTHHnuMOI4XxIHxigwXN1GdV8Ft0kop3vOe93DOOeeUF+0+9krDwYXAnUCODg0t1futmB9ebGK70uUgCI75Pd1lzN0iW6XHEwsWrAVrDZXhMn+4uV4URd9uOCeDM1BcHzao1rWXw9GVkv1cBn00YRhirWXHjh388R//Ma1Wa8GiLi/bTO7W2eiOtQ8MDMz5vIsHV7LLFacrbpM7+uXoLp/vfhVFQRAEpYveGSqnw0bZy3SHwp0HYqkm5Z4op/O9nwzdeVDOk7oUvFVHv/+uV99C8bKfmAsLpWlanva6F1f3dTgiLFYN7oqKEycMw3IeeZ6HtZa7776b+++/f7Ev7bTGGSxBEMwJmeR5vqRO0BXzjyuF7g4RAQsq1rYUeVmhIndi1FqXQjPudJimKaOjo2V2sXujKioqTp4kSfA8j0OHDvHggw/y27/922zfvn2xL+u0ptFo0G63yzCRO0VXiaoVL4W1ljPPPJP3vOc9c8aLS3auODFeluHiThjdPSC6dQze/va3c+2115YaE91dfisqKubyYguWS9576KGH+M3f/E327t3L7t2755zUKk4tUkp++Zd/mRtuuKHs89StDFptPhXHw1rL6OgomzZtmiMcWc3nk+MVeVxc+a/rUbBs2TKuvfZarr32WgYHB+cI0kAVm684femO93ZX5G3fvp0nn3xyzqnd4UKx/+N//A+2bNkypxS1CkssHmNjY0RRVFYSuhwXFz6qjJeK4+F6iymlSj2gatycHMc1XMoSy66KIJdw63keRVGUoaKBgQF++7d/m1/8xV+kVqvN6ZTsVPSgOpFUnH64+eNURuHIPLj33nt5z3veM6fPlfv60T/nvsctfBULz9FJ1BdeeCGXXHJJGSJyJaBhGC7iVVb0C925n90l9JWQ38nxkh4X1yfF5bG4BdS5trTWDA8P83u/93u8+93vnqPdAsyJ41VvTMXpijuVf/azn+Wpp57il3/5lxkfHy/bRbh8CSfgpJQqP3/076k4NURRNGet27RpE3fddRdXXHHFMTV1qvWt4kRwe6IbL1Uk4uQ5biaZc1131/C7kme3wAZBwHvf+15+6Zd+iVqtVk7y45V/VlScTjivY5IkfOELX+DP//zPed/73sehQ4e4/vrrefOb34wQgqGhIaSUFEVRCs9VLB7dLvzzzjuPj370o7zhDW8ov16tbxUVi8NxPS7OreXUcJ0Rk2UZnucRhiHvfe97efe7313G3SuXaUXFXNzc+ad/+iceeughPM/jb//2b7HWsnnzZh599FE8z6Pdbpd5ElU4aPFxOUbnnnsuf/mXf8mVV15ZGZMVFT3AcT0uLsfF932iKAIopa5rtRp/+Id/yO23347v+2VjwWqxraiYi2v3/uM//uNcfvnlpSLupz71Kd7znvewZ88eiqIouz67dhHVKX7xcK78c845h49//ONcddVVpZe5KnmuqFhcjutx6Ra+cl4WrTVDQ0P8zu/8DrfffnuZpOuacC3lRmMVFS8Hl7MyPDxMo9Eo55XWmoMHD5aGvxNyrKqFFh9rLa95zWvmhIdcyLwKDVVULC7HtTCCICiTc91JsF6vc+edd/Irv/IrpRS5M2601qd9otGxFrTKC7VU6PT+OZoT2cJckqfrO5TnOUopwjAsK1PcL3eqmvOzOVZj7+Vw4YUX8tGPfpQ3vvGNwBFjcj6l/at1oaKbajycOC9ZVeRKnsMwxPd97rzzzjmJuK4SwuW/nM7eFme8SSnJsqwMnZ3uxtyJ4saSC5M4z4SruFnsU26n83KMIEAARlgKNFakBEisFRzTULCde/vKvffxzW8+BHgo5ZEXkGcFQkg6douHNvpwBR90TKKTlVoSIBRCagQWpHf4mjSna5NFtyZ1C2f6vl/mEbnO266/yvnnn89HPvIRrrzySoBSAgKOCG2e7Fjs7qTs1srunke9jquEcZWl3VIXlfjeidMtDQJHqgSzLCtbfFS8NMddFYuiIAxD4jhmeHiYP/iDP+Ad73gH9XodOFLG5TpFO07Hh5/n+ZzEPafx0D1IK46PM3yLoqDZbLJq1aqec83rwqMQEl8ahLAoebiqxIARKYgf3YSstGA9HvqPb/D9p59CKom2GmMNBovVzuDp3GOhCyjv92Q3NYGyIZHwSQCM7BhO0sMKg9Gnn/HixpUrb3bifS5E5xS+R0ZGOPPMM/ngBz84p+QZ5q/suVsDa2Zmpjzo9HrSr9MPcnMxy7LSeAGqde4kyPOc6elphoeHgU6fIjcWK06M47pHXNv2RqPBnXfeyS/+4i9Sr9ePW/J8uj585yU4ultsP5ymegVjTOmSj6KIoih+RMdkcbHgtTCq0+1cavBSD5kpRAFC+6CDOS+hA6QOEUYRmBDPSkLr4RlJqDv/7yPwcR+P/vfJvTwBRZjQFAYtLEa0MSJDAsKcvpuL22xdiM5aW44xpRRr167lwx/+MJ/97Ge56qqr5hzK5mt9c0Y4dIypD3/4w2zbtq0v1kxXpOG8ysYYsizri2vvJYQQ7Nixgz/7sz/DGIOUsqzErfaKE+e4K1kQBIRhyO/93u9xxx13EEURaZpWJc/HQGtdTu52u02tVgOqwXgyOEMvDMMybyqO43nO+XilpJ1QkehU2VnPUvhtRNDCUueYZwELwlpSz1AIgxYalCTTGVYJmMfTthACT0f4hSBXCmELpGxTmAykf1qmvLiwY3e4QwhBq9UiCAKKouBXf/VXue2220pP6ULMWxemcl6frVu3kmVZ+Td7HecVcEZLvV4/7dMDThbP85idneWJJ57gmWeeYePGjRRFUXlcTpLjjrgwDMtEXDfhqoaJx8bzvHICu/yfdrtd5becBC52PjU1xQMPPIAxhlqt1kNNyAQiW4k0dRAaLTWZkORICivxjMF/kZeylgCJtIIQD5VbfCvxClBazNtLaghoE6omUkwjfUAqrJCgTs8Nxs1Lz/PKggM3rrIsY9OmTbz+9a8nTVPgSPXQfOOKGdwB56qrrmJkZKSsJut1HnvsMfbu3YtSqtTtyvO8MlxOAvesvvOd7/CJT3wC4JgK2RXH57gj7v3vfz933HFHeRJ2E6w3NpHe4rvf/S4PPvggQgiazWbpOaie1YnjXKe7d+/mr/7qr4jjeE4/j8VGAFJZlLQYkYEokDYkMg3CQiJsAeQ/+hKdj1JYPGWxJEiZ4ymNUgWe0vP4smSyTlMBnkVbsIWPh4csksV7eItId65ZmqZlTotSinPPPZc/+7M/47LLLiPLMpIkmdNPZr5wxrdbQ6WU3HHHHaxfv35e/85C8rnPfY5vf/vbpWHneV6ZrFxxYjivn/P8WWup1WrVAfckOW6o6Pbbby8tQZdQlmUZQRCckovrJ7Zu3co3vvEN3vSmN5XJyvNZOnki9HtYygkeAmXugXPl98zEVilGhECIZ0GlBenOz5BO3ktdG8QxzgLWGpCKt6zdwpp3QxAebmff+YUYO4+hIiuQucH6MKuGuOxMwb0PJEAdK3KwvR+SmE+EEIRhOKcbb1EUrFu3jt/4jd/g4osvLkueh4eHy/Vuvjfk7rnZ3ZPKhYp6/YDT3aPOlfG7e6pkME4c98zcs3TVRL1wMHslHGvvWcgcz+MaLq4E1T1UN3gX4iG7MjuXEOw2/X6K+7kKgUajUW7Cp/Ie3EnI/V33frkeU73OsTokQ2cT6ZmJLUI8JCA7LphN78LL9yBIUS/yjK0FpOTR+z/F/3rgO4TBkVCELb9h/pC6jZWQi4TPFpYtzxUUtn3aGS0wV6Igz3OEEKxZs4Y/+ZM/4dZbb51joHR7SRdizgohykNfd/+3fjhwHL2WdT+fnpmbfUCWZUDn+d17771s3ryZn/u5n+tr4VY3ftM0LVNKuu2Ghdh7XrJX0dFlzgv9cJ0LVwjBCy+8QBzHC/r35pPuSqLFMrrcybK743C/nIicLgT0aAM7IRCow56Sw2J0w2fjiQ3HnUjuvp5rfot/exKEcB2HX0T3Zd7Iuv59+sbQ3fN3Ghp33nknN998848YyKeiW687WLhk4X7xXmutCcOwfDZ5npe5Os4Aq3hpnAcZYPfu3ezcubOvjRaHuwelFEmSzKmyXQiPYs/UR7rNttVqMTw8TJZl3HPPPTz//POLfWknTPcGe6rDRN1/vzu04hbKfp8YvYc4McncOT/hZASOvFd9cNjue6SUeJ7H+Pg4r3nNa7jsssvKU+CpNBy6vT/O09Nut/E8ry8SdLs3oTzPywTnam05cfI8x/M8PM8rdXFcpKFnDmgvA3cfWmuiKCrH+UJ5E3tmxDlPwfDwcLnp33777Vx44YWLfWl9RfcEcM9xx44d3H///T0fR6+oWAhcYcFNN93Epz/9aV772teWOi6n+jqODofXarW+MFqAOeHvKIpKpeF+CHX1Ct2G36ZNm3jd61632Jc0LzjDxclYuN6FC5W83TOGiwttOPdSt+x7xYnjTj9OzE0pxeOPP87dd99dLTAVpyVaazZt2sRNN91UVnCEYVhW/50q3LrmjBdXXdJPHgu3HneHA6p15cRxB0trLddccw3XXXfdkXy3Pn6O7r7a7Taf/vSnOXjwYJnysSDSAvP+G18mbgJ3+rR0BHn6JXHtWCyW2881w+xOaHWN/SoqTjeEEJx//vl86EMfYvPmzXNy6NzGe6pw4VuX39JPCCG4+eabeeMb31i2S3AKupUg6YnjNvHu8FC3J6tfcaKNSZJwzz33kCRJWcW3EPSUqe9cqD1VRXKCHH3yWMywjMvs7o7jj42NLdr1VFScCo5e+IUQbNy4kY9+9KNs3rx5zuettWXPtVNFt7CdC4v//u//PitWrDil1/FyueSSS1izZg1wxOPSz4fLxcRaW4bakiTp+zC+M76klIyOjpYOCHdAmPe/N++/8WVyrDLY559/nna7vZiXdUI469kNRGMMcRwvyoTudju6UNull17Kr/3ar/WdMVhRcaJ0q+IqpVBKccEFF/CJT3yCN73pTaVH11XGuMX0VJ5y3bW5g5nneZx33nl9V5HjeR6NRqNMMu1nT8GpprtLuMN5APsZt9fU63X+6I/+iPHxcaDjiTnl5dCnEme5u/Jday0f+tCH2Lp162Jf2ktijGHt2rVccsklZeKV04NwxsKpGpgus9u5cqWUpGnK1q1bq5NRxZKlW6dlw4YNXHTRRdxxxx1zkh8Xe3M41t/vp+TW7oPl0cbWYj/bfqG7cMJ5KfpFruJ4WGvLg8OKFSvKijP3tfmmZwwXV8Lr4n5OxKZfXGjXXXcdN910U9nPyYW9nDv1VOKMJfdMv/Od7/D5z3++bxbIioqTpbtz8TXXXMMHP/jBUieldxp0VpzuOC0hVxbtDJh+N17cXu3kN46W4Zhvr0vPxA5cIo9bfLo/9gMPP/wwDzzwwJxGam7RPJUcbei5BbsKE1UsZdrtNr7vc+655/LTP/3T1Gq1UhytoqJX6C4T/td//VceeOCBvjesuwUckyThk5/8JIcOHSrTPxZiD++Z3czdZHfJYBzHfRP/e/rpp/n6179eWpmtVmtRMsW7LVwXdrviiiv4hV/4hcp4qVjSnHPOOXz84x/n6quvnqPkWVHRK9RqtbIaa/369axdu7bMd+p3XMLxvffeS6vVKu9pSRsuQOk6cxUxAwMDfeF1cYl/zshqtVpEUVS6zhbjerr/PTo6ymte85q+MAAd1Um54kRxJc8f+chHeMMb3gB0xs9SqNaoWFq4ZFVjDKtWrWJwcBCtdVnY0Y8c3TgSOvfplIEX4vDQM4aLu0GXE+I8Lv3wZro3zFmYAwMDpZv6VHo5tNZlCZqz4pVSTExM8Oyzz/bFswSo1+ts3Lix8hBV/AjdeXCuomXjxo3cddddXHXVVQRBUK4fURRVY6iip0iSBN/3EUJw33338dBDDwFzFc/7ERdpCIKACy+8sJQacLpi803PzGrnZXE3qZTi6quvZtWqVYt8ZSdOd3PF7gZqp2pAOkXQo/tfPPLII/z1X/91z58+nedq3bp13HnnnQRBMCfhq+L0xvd9wjAsDXLP8zj//PP5+Mc/zubNm8vx48p0+02VtmLp43RbtNbceOON3Hjjjfi+3zfNNl8Mt9f4vs8NN9xQztMlL/nf3ebdVRSNjo5WqozzgCvR7gc8z5sjQni05kHF6YtL4Hfh4/POO4+77rqLK664ovyeo7uK9/tJtmLp4Q5hTtPH0e/j1BhDs9nkIx/5CDMzM2XOy0LQMxlBzmBxJbzGGO6++2527Nix2JfW9/TLhHAldS4GrLUmz/NT3gyvojdJkgQhBGeccQa//uu/zpVXXsnll18O9L+rvaKi34njuGzA2V2Y4hpLzic9Ybi4iiK3cSVJUsWnT0O6vW4uT6FS5qxw+L7PGWecwfvf/37e9ra3lQecqnKoomLxqdVqFEVBmqbl4XOhmnD2lGXgklnr9focQ6bi9MC950mS8MMf/rDUAKg6hFdA5+T2u7/7u7ztbW8rJcadmFe1TlRULB5Og805G8IwXNBQf08YLm6Dcgl1Lh+jXzRcjkW/Xvdi4mK+e/fu5WMf+xjNZpM0TZeExkHFK2fTpk284Q1vKLuddyt0VlRULB5ur3Zte/I8n1PhOt/0hOHSjZSSWq1WGjD9oCro4utuAXWdMbsbHla8NK6kXGvNnj17Su9b5XE5fTg6odaFDC+88EI+8IEP8NrXvhbodDx3kgOucWJFhVtrXZi5Sjc4NXTPWaff4ryiS9bjApSW2dGJPP0gQAfMKb10Ia48z0mSZJGvrL9I03SOy9H18ahCAacP3R2e3cHlhhtuKEue4ch64TQxev1wU3FqcDo+DleiW42PhePotjKuT99C0hOGy/EGVT8MOGstV111FTfffHOpReMW3uokeOJ06+DU63WKoiBJkr4OGVacPC4EFEVRabR26xJ190apjJYKR7cqrfO4uNYnledlaVElD8wTy5Yt44wzzpgT44OqueHJ4LwrZ511FnfeeSeDg4MAZFm2KA0rK049bpNxYwEgiiJGRkYqA6XiuLjQhPPQO69cv3jtK06caieYJ771rW9x7733lpnU1lp83688LieBOy2FYciGDRswxtBqvDySmgAAIABJREFUtSrP1WlEURTlK4oihBBcd911vOtd71qw0sqKpYPWusx90loTBMGcfMOKpUFluMwT1157LbfccktZoul5HkmSVAvtSSKlJE1TsixDKUWj0aiqik4juuPls7OzGGOo1Wql962i4li4vLgoisr8CpdrUYUTlx6V4TJPhGFIFEV4nlda+y6+WnFiuDCBUgqt9Zxk7coAPD1wm0yWZWVeixOyqk7NFS+GtZYHH3yQ5557Dphb5bJQ/XIqFo/KcJknHnzwQb761a8ClL12BgcHK0v/JHBic0IIarVaeYqqnuHpRXdVWbfUQL+XxTuRLvcR6BtjzOWLuF5RwBwdncU+WFhr+eIXv8iTTz5ZhutdbkuV47L0qAyXeWL58uWsWbNmjpcljuO+X2xPJW4RdAuNW4CqqqLTh+73280ll/PS7yFDN4Zd8zk3xvsh6VwIMUefI8uysnN7r6xx7jl2X0/VpHVp0vszpk/4wQ9+wCOPPIKUkmazWSaZVlRUnDguqd33fYIgKI0XFz7sV6y1pGlaSiU4D4AzAHod9764g4UxhizLeupA4YzbKIrK8SKEqA4+S5DKcJkHlFJMT0+zc+dOgDmKjf1wmqqo6CW6Gyd2twLp581HCEEYhqXHwvd9tNZEUdQ3Bxwn5OY8Rs6Q6ZU1zoWsXChOCEEQBFWO3BKkN0Zcn+MScV1oo1arlZMly7LFvryKir5BSkmWZWRZVjZqe+6553j00Uf72nCBI4racRwjhKDVanHfffcxOTm52Jd2Qjz22GPs3bsXpRRBEJDnedmWZTFxRsob3vAG1q1bV3patNakadr3Rm/Fj1IZLvPERRddxFVXXQVQVsKkaVpVFVVUnCRuI2y32xhj+N73vsdnPvOZsrqon3E5F0IIPM9j3759fREqAvjc5z7Ht7/97fIePM/rmYodIQQ/9VM/xeWXX15+zum5VOXQS4/KcJknLrnkEt70pjfNaaxYxVYruqnGwkvTPX9cGMJtkot9sn8luNyQIAgYGBggyzKiKOK2225jeHh4sS/vJXHvgwvjubAX0DO5R1JKpqamgCM9ijzPqwToliD9nabfQ7hENVf54FRzT/WEcYlzrk9Hd4+XisXBLfjd3cO7x0YVf5+Ley7dHpZ+H7/da4N7/1utFu973/vYv3//Il/dS+P6/ziD0iVN91KOy+zsbHl9eZ6Xxkscx4t9aRXzTG+MuCWGy2QHTnl8tbudeHcFQMXi4caAqyip1Wrl1yqj5Udxhh4snedzdENIKSV5nrNly5ayr1kv496P7kovZ4wttlHpcof+4R/+gUceeQTP86jX62W4frGvr2L+qQyXJYQrUczzvPQAuQVmqWwA/Yp7L5zuhVMIrjh9caJu/YK1lscff5yDBw+Wn+uVih0pZZmcm+c5WuuySKLyOC89+mfWVLwk3aWWYRiWSXT9tDguRZz72i2eQRBUEvYVfYUbr3fddRcvvPDCnLBRLxguxhg+85nP8Oijj5YJw61WC8/zqgPCEqTa0ZYYLr4rpSybPWZZ1veqo/1Mt8fLWkscx5XRUtFXOMP7lltuYXx8vPz/XvFmCCF4y1vewsaNG4EjXaJdaKsXjKuK+aMyXJYQ7vQTBAFAGTa69NJLue2223pigTld+eY3v8k999wzp+9OFS6q6CeklNx0002sWbOmNAR6SSNl+/bttFqt0stc6bgsXSrDZQnhlCLdxui8LMuXL2fz5s0MDQ2V39f9MxULz3nnncfFF19cGi6u6qvyvByfanz2Bu59yLJsjhqtK4Ve7PfJGMPDDz/MCy+8UM4xdzCocvyWHpXhsoRwE9WFiJRSpZbBrbfeyjve8Q6klKUL1X2sWHjGx8dZt25daajked4z+QG9hgtzOoVWWDrVRf1Ot7xCL3kMhRCcffbZjIyMAEeE/pyqecXSojJclhjdcefu14EDB9i7d29Zhtldltkri89Sp/KuvDTdyZRhGJbPzPWfqQyYxeHo596d27LY3hborGPXXXcdZ511Fp7nlePGNVzshWusmD8qw+U04Wtf+xp33313qUBaFAV5nldVRxU9h9MhyvO83HSiKFrsyzqt6fWNX2vNJz/5SZ544gmklERRVCrmdnfjrlgaVDvWaYIzUpwLFaDRaJS5FhUVvYDWmqIoyj4zTo/oX/7lX/jmN7+52JdX0aNIKfmZn/kZLrroolLHylEZLUuPynA5TXA6DMaYUrnVCTVVE7uiV+guG7fWlq0znnnmGX7wgx8s8tVV9DJbtmxh165dpbLvwMBAucZVLC0qcY/TBN/3S9l5tzkURVEKSVVU9AJCiDK3xYWLhBD8/M//PG9961sX+/IqehRjDI8//niZxwdH+sdVnDpO1fPuCcPl6KQ7V75Wbajzi+st4sSjjDEURdFT5YLSDXxrsVhAIDQgLUZY+nEZcnfiLt4e+UwHAZzs4+96EMKCRGABI2z5u+ThV3H4273D/3Z/qvt9d7+uaxYisOWl2WNdo/uc6LyEBWs7f9MCConForFIITBCII3BHOd+lVKlwRKGIVmWYa1laGiIsbGxk3xIFacLrsrJSfy7cKMbPxULR/fzdekIruhjofpw9YThAkfavjvtkV7pgbHUcP1yjDHlxtAz1S4SPAt+FCEAg8ZogZ9JbMBhY6bfEKWRIjhcRmolnupUPhgOd0A+QYvM3b8HaAkaidAS31qMAi01nhakWKQF34JRHaMiMpa2sFAu8BIwIEAKhTSqfMYGg8QgsZjDRkf3YcrZK75VZLJzD8oIjNV4ArSFAIlRllQUeEZSBD5+lpFJgy2OfX9FceQLaZrOMbJ7qRNxRe/R3YLAHcoqTg3W2nIvcd5919rEST/MJz1juHR3hNVaz+mwXPHKcW5TV1EkpSwT2HrG42IhDGooqRBWkqUZwhckkUeIwrMn75hYfOzh52uwhUZIgUAghcDKjjFzMjflbAcpPIztGB3GMyS2M3dCC56ATIBGYCwY2fnBWdNxjQgkSI05bLQIIdACjBDUbMdsiYWmUIAFaTqGz7Guw3qHc1LoeMSsglx0/mYRGESmO99caGxOx3VzPJdL95PrhTFZ0TdU42VxsdYyMDDALbfcwhNPPFF68xeCnjFcnHvPtUl3cvUV84PLZXHWrxtUvdTsT/kRVnqkSYzBIqUiEykPxs/whL8bqzQn7JroJSz4wuehN05jf/UcZK1Orgt0kYGxCM8/6V+ZCB9RGDyTUZBCqPBUDRtr2jVAG8JmjiwsaeRhPYWyEisEOk8JA4VAk2uNlWCkwCpBIjo/awuBECEQYoXGimMnOKY2JSLAKkGaZR2LJfAQSKJtCfG9zyIzg6Ijwa7xsCg6QauKioqlgGs1I6Xk1ltv5WMf+xj79+9fsFBdzxguzmhxPVy++MUv8vDDD5cx78qafmXU63Xq9TpxHAOULr1eMg5NYYh1wmBjAFFoPBmA0DylX+Bf/UcRsjcMrJNBAMZapJBsO+cQlgaFlNgCZDiANaaTGHKSSA8wBqGiTjBKK3QaYmcMop4TDIcYpcnjFsaA8AK08EB7IApyXyCMwWiw+JBZVJLjKYuJwAQSoRUDqU+hUhIvO6aTRIYjRAdz0tAgGw2CXFJIhYdP7SlB8tXnMDGARIjD4V9bhXsqKpYSrjdUdwuI7jy1+T4c94zhopSi2WxSr9dRSnHxxRdz5plnsnfv3spomQeuueYabrjhBr7whS8wNjbG1NRU7yWuGc3wsmH++E/+iOWrVnVSQ5OUvG7xVA0fQ196XMThAI32IfOxUmCNIvBCdFeV1wn/MiBIW6RGY71hvN2a/JvbsU9MYmcM/iCYS1eSXXcGYs0IqpVhkgITFIRWY3zI2xk1NYA3YWlu2Y59dArzdIG2OWZtDf7TGuwlIyRqEgqJNBE/YrkIgTgYEX9tG9lqibxqPTYzGJ2hPMWsjBEGJB45GiNBClCFpSpQrahYOjiDxeWpukKQhchvgR4zXKIoIo5jpJR87nOf47HHHistuYpXxr/927/xla98BWMMk5OTAKWKrqviWGw8BF4gWbZ6DBQUCHwZkns5CRaBfzgptPu/HdxnDtchHaMAxpbfdzizBIvtJMwe/rzFHvX75v70kd9P1/91F9ccu/TGYlEoLAorJdYPIC/INFhtQKljV+xwjF93+GuJ54E3DLs97L88j/r6fjzlka+ok+7NkV/YRTRjsW87Fz1aw5omnvGwCIwGkXlEaYP8ge14/7wHlRdkrx7ApEOYrVP4kzuImpL21UPomoVUgJCHvUOHk4mVQHx7P97XD+H/2Di5qpPKFtRCMgSFyAktWOGRS4uVGm01PqoyXCoqlhCu6MOpFDvxyIWqDu4ZwwU6vUnCMMRay6WXXsqqVat47rnnFvuylgRJktBqtcrKjCzL5uS99AIWgzEWYSTK9zB5gTAeygo0GiFSatbSNh5aagaFpYlCkhFaRaFr+EgKr4lvNIUMULbAWEkhFAhJaCRa5ljA0z6JSGjJjAjLEAM0rcIzCgW0pOl4CGyCh0QLn8D6ZCJHmYIhG5FLjyYpHobC5mgZdPZ0DBrbyejQBisHEcoCGlEkWC8GFaBEHVFoCpmDtCAUaBBag5DYY2lEWgsGkD526wz2G7sQ4wHilrPh/FWwZQbxue+h7t+D3TBEfv0ypLBg22RhgbACagGz21rY+7cRpeDfdhb59SsRNkB+ZSfy736I+OcdqHPOw5wZIWSO1QlCRRiTID2J+kGO/upzBAcMyBp5liPIsbIT3iXw0XQqlFABQmrIO4nJQgow4FufIiiwxiJ1J6zWQz7AioqKl8AVd2RZhlKqrPzrzqFcslVFLvvYWWg33ngjn/rUp3j++ed7K5zRp7gYo7WWNE0Beq5zqsWCEXgmADTKy7AyIsCjUfidzR6FYQxMTs0kTIgIK2aoyaJTGizqxDbBMwqKUYxoI1UAIociISwUU9IjkYJBEUEBg7KGFIZc+PhtS76/iagP4xUWYTWpbxkqFFqE+LEkGzS0aBPmCmE9tDAgMjw9SGoMobA0lE9LWKwFr7AUkWU0aXBGdiZBFBLXJqilEQPZcmbsJHGQ4yMZSAM85TMdxBS2wLeHS3uOwsOStD3k9xPCmRUUN6/B23wGsajjXTGK2Nki/8ddNJ5pkGxeg/IURk9hixqe6hiCxZ4Z6rtfRX5xjfzNF7Eq08wGk7D5EtS9kmLWEk1EDC5bjQgVRs5iY490RJEcbBF9bjvq2TFsLcX3VjPGGkSQkqY5vgwZbY5whd2EJ33aeYuGLJgxIyhP41ufVLRR+HxV/Cu72Y0WuqNwU033ioq+we3PzmhxFcGugnUh6AnD5cXKcXul2qVisSgV28hUhqaGnZKIRw+RbH2eyYkphpatxn/jucQXzjLtNYlSn/pzBenjExTbdkGQYc5bib10GLFCQNrE/n+TBIUivziktjXGe6bFzFhI8frVDK70mW3FhNM+yz6zHbsnoX3pGXiTbcTWp4k98C4bx79wkH0rLVF7iiERUggfMZkx/L2D+I/PoKcy6meOMHPRAFObGgzUY8KHp1jxlWmWjZ3BVOTjb5tEDcTIt6xi7avPQH1/ivS+p6mNDzF401mk9Yx6O++Ivx2FVB7Z/gS+vx0vejX1Feei/UFmEqiFAXKVJZMStTNgdv8gtbERBvMxrB4hHTTMJvsgyRmwg5jGGtJwDaOz0wyrIRJvjNExjdk1QR6fg/BHmJSamlgDokk9X8nUPU8QbQmpD69nppigplZjvbUUNkb7neql8SDkVnkl37HfYqt9gsv11YwFr0OrjLF4GalqMeHN8kj2OC/Y/eiw6LzlySkdZBUVFa8QJ/wHMD09XTa47HZIzCc9YbhUVBwPC3hCUXs+gS/twHtogtCkpComY5qRGQtnL6c2IIge3sfI3z9NsxXjqwDSlPT+7Qxeshb1X9cyucxgH9rN6h9KDjzVIp+ScAjqhUU8sof2Na+mfuEyxKxgZlvK+INt1j5zEFs0Odg8QNqy1B+bYdm16wh+dh3tGhRZgJxSFF94jOwbe5DxKLFQ2Kd2kvxHQu2tG9BveTVquk704ARkBWoDJFmCf2ZIXdWw09D6YYuDD+9gbN1Kam86i5avSAUcKyG5kB5RZpGHMtLhVcjBAdrCoIXHjLXUlo8h/RHEIU3e9mBZncjLaQb7OVi0aIn92KEJ8LYxui+mPrmaqeV1aibCf7ZJ+9BOsihBLDOYwRaNGUGqC2ZXtJi475uk//ok5nXLGJyuk+8oKHwLeY4wlmightEFgWrzXZ7gb+X/ZtZTXJD9GCuMRetJ9ngHsJ6mjaaghaVA5B39X0N1YKmo6CdcOKjVavGnf/qn7N+/v9RjWwgqw6Wi5xECZGyxX9tD9u87CDatpn7zJhj3sAcP0J5IkSE0tkxh/mEf8d6Umf/zLMTla2hMxKh7tyMemEV6u7G/sIzmas3MNkNRH0O+fRPB8gj92HbE//sk0ed3EgyMYVcNsKcRkYmD+EIi3nYm8oLXMPZYQfaZLdgvPQPnBwTXjJKnBeaBXYgv7YLza7T/rzOZXVdj9D+mGfrk9/E++zzivGFmlU8LQTpsCd96Ds2zPYKBiJGgoJ3OEJ4/yujbL2dgrEYwAi2TgudxrFCR8QzKs1hbICNBHloypfGVJBUGWwN8AVoTCIPwLLOixfP+C8QzGVblmA01xFkN0qd/yPj/I1lx2SVk7Qj50G6aB3aj/tN6wtU+JskYLersJWbiqWfg7kcZWbWc6Z9aRnLPIfJnd+IVa1jujaPSFC+2+F5AbAP+2XyFCbOTG+TPcR4biE1CJuoM6hpSGwRtAhughO4I6lVUVPQdnueVZc/btm0rcyiFEAuSjlAZLhU9jwVa7RRv6ySq0SC++VUcuMRDKMvaNSMctBalLeaxFsmuNuLatdQ3j2OXebReFaBXn0V8aCe1/5igsbmBn2XY4ZDBa84nvnAYLaeYqtcxz6xm9PMxB16YYGjNCA1tUAMW74pV6P+8Fq0PMbO8gdy1htqnvk+x9SD1K0awGej/2Is1IzTqq2g+lSN+OEXUbmAHV9DctpdlWw5RkHVE9MYlA+dEFGMJqUiZLlJkIODsMczKlbQw2DAmTHPkizQyCnRHfK7pFwzOxtisQBQSLzZEIdRmEtppGztsGSwKTNpiwpummScM5csYkTXs2lGCH9/AZPwN9j3wNOLBGQbV2QxNa/LxcWqXbaThjzHZTNlZl0xMT9G8Zy+rZsZ51S/8BIObBjn4tW/QFpqZtMVYIJHSYzJtESpDq5hkii28Xp/P9fZyaiIlVjm+GmMmyxiwIUb4pFaTC4OSIK1E68qAqajoN1wD3+62HK5/VBUqqjgtCQpLtCdB1APEKsWATMi1x35boJViIKvRbvokehb/grVEQyBNSEhBe6yNt7LA/46mmIQgrZGO+eg1KQ0ziynaBI1lNFbkmPZTRLMZfq1GKiyh0YjlQ4hEomyA8Gewqz0SFcCUxEt9ZnKDncixnsZOxoQPJ4wVbfbVZlDjEbUVq5kejrCxZtBadKSYsRlhS9JQgzSlh7EJOp4l8iKU9Il1hlUBHj50tWR0/wqwZI2Q5opRhnZZmmkBDOCpCCsyTCunaS3h6ADDAxGpMsx6GSKTNIIRVsoBMulRu2wVdvX5HHwuJp84A/sIpHFOdPkZmPMG2K+a1EUDZQ9SfPNhBh6eprb2UopZwei/TBDsCBFZneYzs+x9Yh9rXj2ON1CnaVNeYAfrxVreJm5nJRcwET1DPWlAERDIaXxAUSClBQXCCITuQ52eiorTHGttWRF8/fXX89RTT9FsNhcsT7UyXBYA1zBSSlmWHFft1V8+ApBC01oJdiancUhRWxPhiwwtFNoEGM+nXhPkQHoAcu2jglkGTMTslIfXnGJkLGG6MYDnDxJOtBAHNWZDQJMAMZPA7AQqt4TZMJluI9IJstY0z7a2UHgtlhcxdT3AwMQ0SMvsgGRnuIuxQoCaZmpsD9H1ivDyVQz5I6xOGrS2txjQIfrCFejvPE2iU6ajJs3wIMGAImwKlsk6yhMYU3CQ/WQqZkyPkpiUCdXEKB8PwZAMGRbDkAYckpPMNhL8dSnZDycxW1cjLlmJkDMkbYt9ronVBr1uNdMjAabWZDKfwIYJqW6R6yHCpsKoJma9wD9vHfnWCP+hfcRnD2H+8xqioQKTCJQnkVsmaN2/D6+ZUTy/i/jvD6G0B/F+8qyN/M4hTGMv5tZl1FXKHv8gMsiZ9g7wz+rL+HyDEV9yQ3oTDePR1jVyFBKFPnxCM1iKru7WFRUV/YErfa7Varzzne/k7//+75mZmVmwiuDKcJknXLuCLMuo1WqloWKMqTrazgN+o448fwXmy7tRX9pFXF9HttInOpDS2LkD88Z12AtCRr8m0ffuRqwdR19QQ81aRr90CPn4FPVNy2mtHSZUe/B3TTH7zZ3UVoWEQ8uwT+8j+d7z6HNWUjt7FSnT7KpP0WzuY9+Du5FnZ0xtGGPF99sMPfxDxmohA6tCthW7aKqM9DU5xZeaBM/uJL4UBoZHuXB7Tnb3TnRUI1gbk8zuYK/eTlPMUBQpggCrJjnohayIlrHywDAzzz7L1LJDtFavQxlDKlokKITVCCIGgxC/8NF6lonBmIHXBsQPT+E/tA9zzkrMJkn4+Cz2oT2MjPiMnb+KaSVoJRpva4rXShk9L8COBTSlwSpLLocw2yaZ/eyT6OkGjVuuoLl6AJnO0BADaN0mWjXGGf/1aiZb+zikYg4qjfRD9Odb6O0B515yEYNXbqQYFUyzn0n/ACpuk5uc++23yW0L2qBtwI95P0ZYhBgMPiCMRdiOjI2prJaKir7CVQV3H9K7myYvBJXhMk841UCnHJimKWEYVp6WecBaaNUt4dXraOySNL7xAvGTL9BaNoCcNqiLaiSXr6V54TDjt60n+9Ie8r/5HsITKJ1TP5jQvGAl7Vs2EIx6kDdJxwO8g7OoP/kGSXsACsnKRNC6apz0LM2h1g52qllGRpdx+aGA6GNTTJp9HJiYZl8+werNF3HGpUNE5iCJlzFy0zmsemEQ+e872fW9x9lVy9gdN1hpRhHXbGJmzRjNpwSxzVntryBSZzMrFBO1GZr2hzRiRfZQQvr5x/EvFKjbz6TWGGE0H2KWjNlihsTkxCrDU4JVeYPY84kvaZBvHiL4+iTFJ/6d9lCGmvGpe5Deci6HLpXIusa+IMg/vQN5sGDgZ8+ldkXGlNcmIoKJGvbLB8gfn6T1E+fSuGY1UTpNWAj0UEqcQDA+RLAGdKZJvRnwEoTQ6AdDlj3bJtwQoi4eJGvtZ3eYklnLufYcfsb+LJEX8kz+GHfnd/M1cR/nyo2czfrDSsMVFRX9zotJmiwUleEyT+R5jtaaMAyBjgfGdWF2n6t4+RgRY89ZQf6u1zJ5wTDJMzuwOUTrh9FXryCNDLE0NK/fgF67GvnAXoaen2Gy5jP85o1kb1qOXi2IDsVkcYpZOYK98gzaBydo/CAjHpBMXryK/Ny1ZFjae9vIqRlWjp7JiqvPQ/qC4e/vxRufIT5vGe3rV3JgbYZoKYap86pVK4nuWId337OwbQ+zyW5m1tcZfeNGwtdvJA1madZnKTYNYJYHRC1DLRhASc0u7VPoHG9kkMarhkhX5TRUwKAdYgCFL2NykZLQJpMG4UsKOcTyuIU3FFJ7yzhi2QTRE3vRM5PotcsILlnD5OYxdg20GBYeg8sacM4YxXCTZIVP6HsMFjUGZgWHtu6HLdupv3YtwY2vJlEHKfyAetEgSxNMJJjVM+xu7ycpBCvDsxmlQagFe1Y/ysSGp3lmaC9rGUeGOYkPgfU509/AFeZKPJ1ztljFVvkkT8jv88N8G2ezfrGHVEVFRZ9SGS7zwIoVK7j00ktJ0xQpZdlkSimF51WPeD4wCGoyplgTMvHWVdTzFYwaiVUKqzSBNIzlAUNeSHFhjUPnKjJ7FjEhdQEDqo2RMbHwGKDGWBKxf90IUzeuJMgNmIQsgvxAwczehLQWElkYjzP0mT4Hf+IsGrPrWEHCXrEFGxWYtInwInJPYU0N8apBsv/jAky0HpE+SywyfFYyluQcSLYjLhdE51/KPgbYbw5SLw6hklEaagOJzJh6fYR67evI1X6MHxDEPgJJoBTSCnKpyWyB1QWxFxAlhoY2tJcXNG8cxHvLSpTnEyYp+0PD8kIyOjtIU6ZkYZvg59eSplMcGhYYKRkoGqRBQbG+jn3zGvxXvZrg1TWKdgtfhTRrAbqAehIzw0GEmmAwHGDIekSJpOZ7nHXrG2n95Cpib5a2nSFTHlkrZTgSiFrOrNiPtjNEDDMollH4OTP2EFb3ZbvMioqKHqDaVeeBjRs38s53vpMoitBalyGjPM/Lf1e8AgREhYcSUMg2g1Kz3PdBFewixicktAGBCMmxFKJJGCYEacZyYchNQWYMCp8EEGhkkJN4s4x4Hr6STEuNDywzIfUZReopDkSwR7VZIxNqXkoWNSmKQyS6SaAb+GGDGXmATMdsKAy+3YUfDNESEiV9hEpohy32+REZK7H5XpTns7o1wpAZpB4N0NI+KTHGm0V6ObONThnzutynIWrEpEhhEdKiZaeVUZALBlLLjICDvkBJQ01qUDGpaVOreRQypkhSGmaIIKphs1lWKMOeekwRT+DbEYJigLZsMbtKI978KpQZxI89rN8Ak9MMMiIClB4l9jWZnkJY8ISPkpCIJkFcIBoJQdxmoKgTjSxnMp6iWUxjUkONiFBEzJiC2BoaySCvsmsro6WiouJl09NZowvVWXK+cRnV1lqiKCJN0zJZqcpxORkO910+6pkJC4FokAgPoQUNE3FIeOyxHoPFANJ4WBSxyki8FjpPGDWrMWKUWBiUP0gRDGJNwDLrEQhLUzYpyNDUyYthpF0ODBJLQR4pBkRAKHz2iJS2NYSzOYWx7NXTpH5ELRllTavGcNzC2Akm9SSHwpCW5ioSAAAgAElEQVS2tuzLp5hRTUYTw3A8ROyNE5qQkbBOrnMCIRlQNZqFYZ+dZq/YRUbKQBJQm/KRuk7sKVqewXgCjcGIAkQn2U0ZQUHMjEzIraSeh/i5QuSKRhph4xqN3MOMCJqyybQ0JEPLGcrH0fkISS6IVUxabzIpJ9iXHcKqnCgIqevl2LjOgaANZj+BmSGXMUokSJmSpzE6B+03mPEiDtQzctOm8CH2Q/w8JPIisnrOQbmHxLYxheJx8yTPBk8z6DVY750JL6JPU9G7OE/y0ZzKddr9rWO9+o1+vOZeoSc8Lt0Dz/U3sNYyMjKC7/s90734eCilCIIAIQRBEKCUqoyWk6Qj9S6YmZqkMOAbgWlq4polDXMiq0AoisOGYojEF4pOq2SLLyTSCpARsSzQgUDjI9B4WEDAiIe843wiowhWSrwcml7BgB1A2iZNkRGKiFFvkPX/5SKmfmKW7Sv2QzGBVhZtQkZUyDmMUOiC2AsJ/3/23jzOrqrM9/6utfZwTk2ZIIDMo9CXwQGCAyi2gigNTqgfXn0BeW3aoZV+0SDX1nvbAa+tOIvXpltbBK+fdmiwEQXiq40t4AAfBIWgEAwkRIaEJDWcYe+91nr/OPXs7FOphCRUndqnsr98ilQqVXXW2XuvtZ71DL9HwVPR4zzqnsJ7SL1nUA9Si4bxLmawMU6gDSPszePZQzzMIzzqLBZNZhSxC4jcYhpAI2qhTEDqHdgMHUDDaJrtGJMacDWa2vOk2cTGZJy6rxHEiwlNDVwAJiAjQ/k6NlXYyBM6h28bsnABdbOElmnyCGswzmO1wmJYZPdjgd8bq9skpslTWQOXtMh0xKKgxiAxi/w+jKoJHnYPg15NRkbqJjDesIdZzEBYR7kWA6pGy+3Nqng1n1cfwQYRj7rHSFyds9Qb2Ms+C+R+VPQN559/PieffHKuhNpqtbrC4r0iy7L8sJhlGVEU4b3vm9524oUfGRnBe0+z2SSO42rP2AlKYbgAtNvtfONXShGGIe973/u44447uOeee+Z6eDuETN4wDOd4JP2J1opNGzfzwb//e/7P977HvguHITRsDMZ5gk2MqAH8lPVxs5lm+zPgScR/Q75JGvAG1KEBoDG2zZCPGVVNRttNQiZA1WlHMY3aIBOL9qOhx2m6BtZlaA976JihQDE6HDOajtPWmsF0MZHPQLeweAZtyBAD1MM63icYmxJqRZwFDKuQVpCSWovJLPUgZEE8xMKsTkrKoNHEBNStJVATKOOJwhYjHrzVDJoMzzhB0GKAhAjQcRODRyUK5TVGTzYrdEAAER2vVRY49lIxTWVp+IzMW+omJqbOkKoRuQSvxwjDlAESWkCsLUYnWK8YUnW08TRokJoElCVWCxj2wyzyCxhgAKdhxCxEM8jYWJ3HuZvAxjzf/zeO4kRewvMJXcI4YX53KsqPUoqFCxfmVZPF6smBgYGejsUYk0vKS0i+nzZ85xwnn3wy73znO3Ojr5/GXwZKY7hEUZS3wZYwy9KlS6nX63M9tIoe4b3HaMX++z+LIArxRuEUjPomxifUVYybIe+qUh5lLMprRjCoKCIgQI3FsClieNjjdA2nRgAL3oH3GJ+SqJRaGqCyNuuG1rJH8iye3K/O6XeexMBEBCgCFRIREHgDVqGV4fHRJ1myfgAV+o6ongvwyqO8ZjAZweHYP9oDqyyDyQjGAaHFmZQkS/BAqGO8M+xnlmBdSqACIhNDpnCpQ2sDuuOB2uo9ozEmJqFNmwSPxxAQ+U7Vm89SIm+xIexlLJm1LHYx2kcdM1B7nHI4UjIyrHdEShEQYlyEJsDj8TrFacfCJw/jxealjOj9GXYtxgJoEJA6Ry2riqH7CeccX/3qVznhhBM488wz8zVa1uxeHtaSJEEplWtnyfhmoyfOTGOMIY5j4jhmjz326DqwV+w4pTFcpJ9BkiSEYZg3Z6rigLsPzsPIyAL+7v99HwsWLQJSbOJp4fgY53KKO2rGsiIUvuOGsAqnPdp1OhO3H0hRVxqitsYbBaojjobrfHhgYlBR97CqcSeX1x/nIL2UX1y8hPd99w0c+MTCjldHscXr4cB7xSMPPcIf19yP9RbQBBgsFus9MTUAEtUGBbGrkeKwKiPAob1DK43D0PIeozwKj0KjlSJzFocjIJh80enes0ITdl5z8ns0moAAiyUjwQBaGVKlwXvqXuGAlM7raxRa7oL3dAJ1mhSFRaGUI8BisMSME2WGh4KQJKszmHqMaqIjC1m1UPcTxhiazWauCu69JwiCXL+ql8hrSsjIGJMXRZQd2efSNMU5l3urrLVVBepOUJorJYp7or7XaDQqS3Q3xOPRKIycxwPIVErgYcBHM/MiCrCdbsTKhaC2GBqmYfApBGHQUb5zqqPqqgAN3oKd8ASDEAU1Fo8PocMFNOpPoFVK3HkToDrPtFMebzzaKBzj+KSBUR0TItAGnMV7C9p2+hDZFLzH6gSvDd6Dz2P3HrRD41Fe0fnP4XGA7WTaK9/5+zQWngesT/DK59cZwHkNCrRyeK/xqE4gx3uct3htUdp2foFX4BXag1YK7zseJrRH6c54lHeAZiOLGbYpQ65JoDKCoIXKIuLWIhKSmbmXFT2jqIw6NjaWh456vUbXarXcwyKpBbfffju33nprT8exKwRBQKvVyvMg0zQlCIK+MLrKRGkMF2MMzjmiKMJaSxRFpGla5YvsdiiU1pObs0Oh8CrBKsv0AZBdfRVIvALd2bAzMpxS1EyIUw5rHMpqfF5350B7AuUZSifI0OwZPosL0nNIoyHutddhFHitO54c38mtUZD/3WMIVB1QWJ+ROI/3msAb7GQoSk82VbQevPOTBpzBbfmVhIDzHUurcz00ZrJAUKE6htA0eCYNQw/K+zxUoyY1bBUB1ms8JvfoODzeq8nKLXDed+y5ybcFDTwdr5RxW8I/3mu0WkxS30icpZAtILPgdCdMRybtIj1bPts2Xm33X8lzmfzk3a3OOzOKc46zzjqLZcuW4ZxjcHAQ5xxpmuabcK+QkJAxhlarRb1e56677uLBBx/s2Rh2FTmcZ1mWC5ZKB+XKeNlxSmO4iKtP+hwIWZbN4agqeo1WisAYZHdUWhFMbqxa+Z0zXHzhE8+kWwXwHtWxWVDWY4zryNcrg2l79GYP4eT35htgJ+7TUprU1BncnLE4XcIS/SI21lukzpO0Pa416Styfst+qjtJwUE2QE0tADypTcGApuPRyXwyGcjpeBlTnYHPOp6VyQXNW4dyngCP1ZPGzOR7NEp3jBYH2woVAbiOcwSJZHWMq04Vn0NhlQanCL1HYcmMxXmNcmbLD016bPAedIjy0m/IQ8fkxKPR2hP5QYbtAC2/hIbajKZNbOtkRCg0ioz92I8WTTRqcuRb7rKf/G/B5gWo1WqbnqQsbBOEIew1Gfqb8n2V5/aZ4b3nzjvv5MEHH2SfffbJ1+UwDHu+4Yo+lhxwnXO8+c1v5rbbbuO73/1uT8eysxS1veS6iTFTseOUxnApagRIedtUI6ZinqN1J8ygLd52cidINUobVKByz8CO4mEynpzhnCOOI7LMTn4e4psWayxGB1irITD4tRlqrcHubTvJsUwaDFqjlKHmFV6HtEPNQDPA+gaNBaPUNhxINBqjx6d7Xj3eQD0JqDuDDjTehDjtMLaT0IrrxLrzd2gLO282TfHw1JfZUYvOT/O7ui6Ymvz3yV9ou//de5X/mweUVVu9dK7QYj3YpXgUMQmRq6GoTX5HNPkqnktYjvUZoFAKLBajOlUriUpYvGgxh917OPadGcpvvWR55dhUX8vC9rPw10S0l2TUM4NBY02GUZXXdiZYvXo1Tz75ZJ6UW8zJ6KVhKO1U4jjOw0XiwSg7kiME5NdR9rqKHac0hkvxxlU3cTfFOQLVOXkYo7F2MrShNEUfwY7TSfbOsowgCGg2W3jv80o1pcAqi/eGQAedPbqhaL0twbyns6BYl2KdJdAhoQ7QzjMAJLqTjhKoAQI9wYbBP5K8sInzjq39Qp0kmn+9/Jt8/tOf7RgdGqKBgKSRzfsE9KmG0tS/i0nqAa3phO8Cg8scaHjFyadyxZevoK3bqFAznZW2+IEDcP8ALh2jLhVOSmFVgGbnn5yKbmRNnvrn1M97gfSAK77+Pffcw913393Tcewqxfle7XW7RmkMl4oKlEbpziafJBmBAWUUphNQ2eVfKyca0QeSzP4gNJ3cCeex3uF1gNJAaHALNS7zaB0QqKiT2KoUzrUwyuJVStMPEAJRVmNADcJCjdtSc9P1+njPiae9mL1/+G+svPc+vPMwDkppvKq8ijkOTBjhrQU8znrGdQtGAsKBOm4bLvWsldCsw6BvY/wg7ck8l8Arqr1hfiEHEdjiwVi6dClLly5l1apVczy6il5QGS4V5UErNo+OceU//wv/8A8fZ8HwYOeonE7K3e9EKF1ONcYYfvSjH3HTTTfli12WZZx08ot5/WvegFMe6z0qMARhgFWWKNDozOG9wrUzvIcgjgBPS4foTHdUelGkBjAa3BDaaQKm8Qc4j00STln2Al703OfzwL33MhDXSNMUbTStKo8rRwFBmuG9I45iGu0WNeeJAGM75ddb+1s69zBMAiK1iMwHtAIIvSduZxCHlctlHhHHHd0hrXUuPpdlWZUPuRtRGS4VpUFrTZpk3HTzT/jApX/PouEhnFdkGvwuHJuzLOPmm2/mkksuYdWqVXnlGsCPfvwjfviDG2lnLdrjoxx0xOF84L//dxY1RhgYHGTMNTDK5PlWqc6w3tIiIMoijO5oqWjdpqEdTSawypJhtwoVKaNItMX5DF/TWAVJYLHWg89w1SzMUUqR0Cm9dirFBYpbbv8F13zrat7+1xeSquk3pziNoakg8WR0dGfiTnZ3ZbPME+QwIjoyxhgajQb1ep1jjjmG4447jt/85jdzPMqKXlAtmRWlwTvpN6JwdrJyRQFquryR7aOU4u677+biiy/mkUce6fQ2imPa7TbWWtavf4If3nA9zaxBXRn+65e/5L9u/wXnP/5/c865b6We1hmM62ilSDOHTz1RFBKqBBUYMuXR1mMyizYepTsBLeOn+AQUOAeBqrFpdCMbnxxD+xCXBAzEI0w0JvCuOikKSimM6lQX2tRi0IxubPCHlQ+Bh0CZbpdLXtOd4aMAQgiVY4AE5cCbGFSl0jtfKPYp0lozODiI1pqrrrqKa6+9dq6HV9EjKsNlBpiuQ6k0i5wuma1ieryzKB+gFJhAgzF45ycVbHf+942Pj7Nu3TqgEzJqt9udPJcgJMsc2BQVaWyW4VPFvb9bySa/ma997Z8J9wp4z9vfQ1yLcKqjSuszhQ4zbBgyimNwss+Pci0Ukxuk6qilFDGmc/+/9vV/5qabfwQ6QweKRjJK5tJJo6yTsqpUp8pYqd2ze6z1nTYPyiviOKTdaoGD2qBGqUkNmGmeBWvatI3CKEdgHQPa4XSMVapa5GYAeRblz+J6Nt3XZgspIbbWYm2nQlBrzaZNm9i4ceOsv35FOaiKx2cAMVqcc3msVSZVFXfdcbQJcCIygiJLU1xqUX7nF0TvPfvssw/Pe97zuvqqaK0nBbN0rhWD7yyICghUwNiGcb74qS+zcuUf0CokCmoEJiIwMYEeIXKGxXjqOBR60ivUnlTf1aBM9wcGUIyNjtNutTttjyxEYYjWHd0aow1h0FGsMVoTmIDcntmtPjzeepx1tJpJnkidpZO1SFOv7eSHYogFiSHwkEVx5+4og9n9bL9ZQxRe0zQFmJPyY6VUPp+nGkzV4XD3oTJcZgCtdZ4gJj2WRFCoEhbacbx3HTEzBTazk64HOsmvu+ByOfzww7niiis4+eST88qiIAhI0oQgMHg8RndOcM47dBTQtkmnmaB1eSzdOZcv2r6rvqm7yHfSZ7LVf8Kpp57K+973Pg466CCAPD5fq9VyHaNiBdTuvhBP53Ga/vpOfvgt39P9MxXPFFnH5JmUQ9lcGC/S005y1qRf0e7oodxdqbyoM4C1lna7TRzHOOfyNgVV46ydwxhDgGLD+sf56v/+Kh/6+0vROiRtp6h4137nkUceyWc/+1nuuOMOoihi7dq1fPGLX6TRbDA4HEEAyViGdaBrATpVoFUuwS0LI3S60uogxOzkTiiL/CmnnMJJJ53EiSeeyEUXXcSaNWtIkk7PHmstAwMDZFlHLK8SXqwoG7LOBUHQmQta97y5YbGnHXQMqTRNK8/2bka1q84A99xzD5///Of50Ic+lLdal+6pu/upeWdwmcV6Ta0+yAtf9AIC0+kVpJX4M3acovv4mGOO4ZhjjgGg2Wzykpe8hNGxzSinadomH/vQ/+DePz6A8ykjw8P8eePjhGFIHMcYY/JF2hizS8d3WWRlgT399NP53Oc+x4c//GHWrVvH5s2bqdfreWlnFEW0Wq3qBFlRGjpq0zGDg4OdMv7J+VDMM+kF0llZPCxZllGr1RgeHqZerzMxMdGTcVTMLZXhMgOMjY3xpz/9qesEIhtnJee84zjniKM6G57cyLe/9X/4y1NeShhHaBXwTB3+zjlWr15Ns9lk9erVXH75p3EZEMGa1atx1uESRbPRIjad6qNVq1Zx1FFHobWm1WpRq9UwQdApE9pJgiDIO8FqrTnttNM49thjuf7667nqqqt45JFHGB0dzd3gYRjmCYgVFXON1pokSXKPi3giex0K11oThiGtViv3iiZJwqtf/Wp+8IMfsGLFip6Op2JuqAyXGULcpWEY5icB6f7ZK6ZKSffbiV1pNSk8FrLX3vt0kp4VaLNt5dxp8yAKRqO1locffpiVK1fy6U9/mj/84Q9Yaxkd20ygIlKfYbIME0dgFK7l8MqzcdNGPvnJT/KCF7yAvfbaKzc8nHM7o4OXIwZIp/VAk1qtxiGHHMI73vEOzjnnHL785S9zxRVXMD4+ThiGec5URUUZ8N5zyCGHsNdee+XPpuT29dJ4sdaSpilhGHYdKH784x9z66239mwcFXNLaQwX8UxIhc7UZLCyI+OVZE4RLoPevgdx2xbFmno9hl1FKU1mLQfsfwAX/d17qQ/UyQDnE7zatudBrrmE54rXfe3atVxyySXcdNNNedJ0kiSYQOMcqFCB9WRJgteq0406DPCZZ+PGjXn4ptVqdTq6ar1LHpdiMzUxZlutFvV6nSiKWL58Od773HgJgoAgCPINotiYTRrLGWPyhHCtdX4KrvJjyovcm+Iz2w9orTnvvPM48cQTgc4BTaT3e+lVFuE5mU+1Wg2tNRMTE7Tb7Z6MoWLuKU3Jixgskh/SbxRdp3JinquKoizLaLfbedkizE3p4s7ibIbzjjS1KNXxsiil0ISo7fg5ihUOzjlarRbtdpuHH36Y5cuX88Mf/pBWq4W1liiKOhU7GpzPsM6ilcZ7QCu0nqxocnQZQRLi2aX35VxuABXvgyRuK6UYHh7m0ksv5V3vehf1en0rj1kYhgwPD+f9lqYmRMrz1g8G6u6IrG+SfF00ZPthvXPOceONN3L//fcDcxcCL7btKDJVR6tiflMaw0XKPyX5SoyYfthwy0SxpBa2eGD6IdlTm4ChoWEef+xxrrzyn0nkBOUs+G17EeTZkWocpRSPPvoo733ve7nhhhvyTd57T6PR6DxjSYZzneuhUZNhqkkjyGZoo4njOM81kZPeriDGRpIkebdqa21efdZut0mShMHBQZYvX843vvENvvWtb3HGGWewYMEC9thjD2q1WleOjLzXgYGB/PQrCcWV8VI+vPe02+08qVTmZa1Wm+uh7TB33XUXDz74IECXt6XXFDWZqnDq7klpQkVAlws8TVM2b95cub13EgmXyOdCP2xoznuarQZ7H7CU008/FWM6HZqd1k/bq6gYXmw0GixfvpwVK1Z0CVbFcUyr1QJAa9NJzvWITG3X71s4spAPfvCDLFq0qPNMao3bxUXauY4mzDe/+U2MMZx++ulEUcSSJUtyY0jGHscxr3vd63DOcfTRR7N+/XoGBwf57W9/y4c+9CEef/zxPCkRyL1qYmCJ0V9RLkRDSLxi7Xab9evX02w2+8br8pa3vIWTTz4Z2OKN7GUptCDhUgn9ynwYGBhgfHy85+Op6D2l8bjAFsNFJsV3v/tdHnroobkeVt8gJznJyUiSJA9T9IUQnnNorwnDmAMPPBgdBqA8CofaTjm0GLtA7tF48MEHSZKENE278lS2SJc71BRdO2UUJjA45dj/4P15znOek1eIaWNot1pku+ABNMYQBAHr1q3j0ksv5ZRTTuGcc87hlltuYd26dV1hqFqtlm9kBx98MMuWLeOII47gDW94A5/61KfYa6+9uvJZiuWoMn8qyodzjkajkX8OcNlll+UejLKjlOKAAw5gyZIl+fOWJEnP8/gk3GaM6ZL/P//883nta1/bkzFUzD2l2c2KE0Dc/scddxx77rnnHI+sfygmbBaTO/tKhVXRCeEosM7hUo9WEWwnx0VK0IMgIIoigFxnQsIx8ncxir33HZvFg3W20xPJOjJnOe65x3H5Fy5nv/32y41BERY0u2AAyu+ALf2TbrvtNt70pjfxt3/7t6xduzbfCMTYBLqE6Or1Oq973ev4+Mc/zt5779114pT5Iu+xb+71boQ0BJTPnXOsX7+eVqvVH4cKthwKZK2WudZLimuZJK4DDA0NMTIy0vPxVMwNpQkVFWWbpSpn8+bNlaDQTiAhCZnQURShteahhx5ixYoVpQ+7aWNIspQw0hijCU2n268lw6vpxy7Pi+g5yClMroW4s4sJkUYblPF4q9HaY7RCewdK06LFOeeeg36BznskyUKdC23tgmEgoSrJR4HORvDjH/8Y7z2f+cxnOOCAA2g2m3jvCcMwD//EcUyaptRqNc455xxqtRq/+c1v0FoTBAF33XUXP/nJTwCqUFGJKRrBQr9UgXnv8/Wk+Hz1Okl3qldR5n7xcFDRe3q95pTGcAHyB1Amw2mnncb++++fd/iteHqK5YKid7By5UpuuummvtjQPH4ySXbyCxpQ2x+3LFhSMQTkxop8XkziE+PGaIPzjjgO2GPpnvzt+/+Ok246nsB1pkWz1czVcyWE6TovuFPvScZkrc0l/oG8xPrGG2+k1Wpxwgkn8O53vzuvEBLlZQl1ybx44xvfyNlnn53/7j/+8Y9cfPHFeU6PvEe5BmLAFRONYctiI5tRPzwf/YyoasshrV+vuxROFJPeoTfhIvGwiAdU5kU/GS1FD5scMuciV2imkXsgeXfikSuueTNFaQyXokR7cZHut0k9lxS9VhIHBvLy2rLjnEV5jbOTGyt0jBYlrYO3RnRRRBNDROJk0kzX98faTrmz1p3mii3bxm3axPjEOP/t+UeTtTMym+ULY17ZNpnrsqsUQzpFfR1jDD/5yU/41a9+xS9/+UtqtRpnnXUWr3vd61i4cGFXryQJ/xV7Yj372c/ms5/9LO9973u58847cy+lbIoizV4MLcnGI9etmmu9odj+AXp/Ut1V5JmR51WeJ1lverG+FF+juNHLntEPITcxVuVAUTycyHzuN4qG69jYGJ///Od54oknZvW5KP+drthhJBFXTnOywclm3jfs5LMu1TSymWutabfb210ItFZEcYCOOvkGjYkJPvO//pEr/+lKgpGAOIjRWtNsNvPX0M9wEk5VNhZDRk5dzWaT//zP/2TFihX8z//5PznjjDO44YYb8p9pt9u5ISIKzc452u02RxxxBF/5ylf43ve+xzHHHNNlkBR1X4o/W/Ru9sOiXzG3yDObZRljY2O5IdPLZ6fYOX1qF/V+MAKnHtDFm9sPB8uno9VqkaYpd9xxR35AK2qJzSTVajWPkPCCnIQkJr1gwQIOPfTQuR7erFEMeRTzWrY3aTzQThKss53KJaVoJS3Gx8Z5aNVDbBzdiNaaer0ObGnlsKsl0dsbu3OOoaGhvIxda82GDRu46667uPjii7n66qu5//77McbQaDS2CjeIkXrooYfykpe8hC996Uscf/zx+alYEn4llCauW2noKB66iortIQaKzAvJp+oHg6EsOOcYHh7myCOPzJO0oSPh0FeHywJFw1FrzdDQEEmS5B7e2QiDVYbLPKJYFiykacqyZcv4m7/5m3kRR50OpRS1Wi13u8rCur1TjNaKwAQYxBOhcYmDDK785yv5zOc+w+joaH4aEiPomXpdpiOKIprNZm6QyGYQxzGPP/44F110EW95y1u44447uvJ4piYgy8Lx/Oc/n09+8pOcf/75nHfeeZx99tksWrQoF70ruvvlZ+bDia9i9hAjVzZXpRSDg4OV4bILHHroobz//e8HthiDAwMDfTsH5fAlWmFjY2Nd+aqzYZCVJselYmYQVdZarZaHIB544AFuvvnmvrXonw6JGxcrDhqNxnbzNpQowygITEA7TVEGQmXIxjKuvvJqznn9ORx11FH5dXTeoXepxeL2kfwBMVbESEqSJPeo3HfffVx00UW8/vWvzxeDxYsXc8EFF1Cv13PXrJSrPuc5z+EFL3gB0Akx/du//Ru/+MUv+Pd//3fCMMy1fZIk6corq6iYDpH8P/XUUzniiCO6KvUqdhw5ZERRlK/Rxa/3K0XV8jiOu/L4ZoPKcOkBvUpek3wJkZeX0MMf//hHVqxYMa83pmK4aHh4mHe84x1ceumlbNy4cfrvx6NUIXlXKbzzpFlKqEM2bdrEFVdcwWWXXcbw8HDHgJileyjGhnhBRHtHFjKpPvrd737Hvffem7/X4eFhRkdHed/73ke9Xs+9J957hoaG8uS/KIp429vexllnncUZZ5zBddddx/XXX597p6TlQEXFtlBKsWjRotyTWWxZURkvO46oJsOWfaFYIdWvSNGAHCCLhsysvN6s/NZdRDKr5fQ5Pj7eN7F3uUFSuiphi17qHBRl74tjCoKAoaGhXO5+PuG9zz0TWZZRq9WI45iTTz6Zvffem0ajQRAETDAZqyIAACAASURBVExM5PHWLMvwzpPYFG88mbWdtgKAteBVp6/Mz372M9rtNnvssceWZNZZeA9TywjlfRU1WSTZVr5Xa83Y2Bif+9znCIKA8847L/ec7LHHHvmzJ0ZQu91myZIlnH322Sxbtoxzzz2XKIoIw5Bf//rXfP7zn89fq5h0OTo6mmvLFKtIishriaFVFD0Mw5B2u00URfnPi5dH3qfMkWIIrKJ8nHDCCRx44IF52KjopSvLpjtVUqMoA1C2vndTr11ZruHOItdZ9h4pCoHZm8ulMVxESEji9mma8slPfpKVK1fO9dB2iKeeeorHHnuMvffeO8+JEOOlV0iypjRzE8v3pS99Ke9617v4+Mc/Pu82BXFNisEoCW8HHXQQl112GcuXL2fNmjX5prplc/Qo73KNGO88KIVickFR3Sqd+UY7C+9hW56wqUJfU//UWrN582Y+85nP8O1vf5skSViyZAmXXXYZixcvzr0v++67L8PDw7mBt++++7L//vvTarWIoohjjz2WV7ziFbmLVw4LWZZx8803881vfjNvS7B582ZWr14NdOs0iLdPqiQkH0JCXVMTpYtaQ1PLsivKhxjSUytgynS/it4L2OJNLaPRIu1HipVF/f78F9fK2fS2QIkMF9lkgyDI//zzn//c1UirzPzkJz/hmmuu4QMf+ACNRiOPY0JvJ7c8MMYY2u12LjUuBtV8RJ6X4qZrreXVr341QRBw5ZVXcuedd/LEE0/kSrTtpD3ZYHHyl/TZpZFTZBAEjI+Ps3LlSowxrFq1irPPPjs3DJRSLF++nAsvvJCBgQHa7Xa+AUVRRJZlxHGcl1DLqUkWn0MOOYS3vvWteT7Mww8/zLvf/W5WrlxJmqa5d0WMpMHBwTzRWD7k36fm1BR7Lgn9MNcryoUY80ceeSSLFi1iYmKiyzNZphC5eH3jOKbRaDA8PJx7KOI4nuvh9Q2lMVxECl0Wz6L7vEwP3rY44IADOPbYY1FKMTAwkLvXe21JF7sGi3rq6tWr+fnPfz5vNwQxXCScEUVR7u067bTTOOWUU7j66qv5x3/8Rx599NHOZrndto3lp9gVujhvlFJs2rSpS6X1sssuY8OGDZxwwgm88pWvzE+kxZLqoms3SZLcYxLHcV4toLVm6dKlfOELX+A73/lOforVWrNmzRpuvvlmms1mbvwUvUPFyixpJNlut7tCStILp6JiZ9Fac/7553PzzTdz00035Qc3OdCIR2+ukXCpeIolp60Y3qp4ekphuEytaJCqh7PPPpu77rord02XmRNPPJFXvOIVeZhLrOdePoziFpXTuGxGv/3tb/mP//iPUkzc2UC8dGKoFROUpTT6rW99K9deey3r1q3LPQ39jCTzSXVQHMd5gq1cD8nsHx8f5/LLL+dZz3oWZ599du6ZWrRoEW9729vyHB5BRMbEWCkKj3nvOemkk1i2bFlXAvEjjzzC9773PZxzDA4O5l25syzLq56uuuoqHnzwwS4jS5L65HUlxFlRsbNMV9YveWFlWfuUUqxZs4Zvf/vbvPOd78y1txqNBrVaba6H1zeUwnARa1Pc1rJwvfzlL+dLX/pSXxguxUVXNhQ5/fdyDOLil01LLPv5jCxWcoKXairZeIthC4l7z06abe8ohlCLCbzynqWEu6ilsG7dOr7whS90PRe33347AwMDW/UtstaybNky/vqv/zo3vqW6SozE4vXdb7/9WL58eT4OIE/KlXlxwgknsH79eh588EG+/OUv02g0GB8f7wrxbatCpSwbT0U58d7z/e9/nzvuuCMv7pA1uUyHFO8969ev58Ybb+TCCy/Mc9WK+kwVT08pDBdB3N5yAy+//HJWrlzZNxoTErKQMI1sEL18IIt5A8VNY75OCkkaLE5+kcGXkIS1lomJibyqSsKPO3pFZurZK96DmfDEZVmWh4SkIq9YjVQ0bIqJsEXxuZtuuokgCLrKoSVZ9mc/+xnXXXcd1lpGRka44oorOPzww3OjSd6HjGFq1ZOE7CSv5aUvfSkAExMTnHbaaXz729/mO9/5TpfnRe5fEe89CxYsmLHrVjG/kGfmvvvu6wpVSoVRmbx4xQKU4sG2KinfOUpjuEzNrgZYtWoVo6OjfWG0FHu+SE5Ar8ddTHos5tdI6GA+IvkRUxM8JYQhG+rll1/O3Xff3RUG2Z7TRektv6+Yy7GrWbziUSwKdxXv0c5SFK6Sn5dQjiDGiBiyU6X9pbJhqvqpXLNNmzbxq1/9CqUUIyMj3HfffRx66KFdVXNTk3mLxlIxZFX0AtVqNZ773Ody6KGH8q53vSt/bos5MVOrqIrNJisqiohh/t73vpff/OY33HLLLbknsGxrnxxuhWK364odpxSGy1Q9gKlu636jDHX5ZS1ZnGm25dEST4ssCE899VQeimw2m3i3fY+LDrZ0cS1qjyjNTtdEy++RjRvIPRHP9PmermT66b5v6tem83AU0VozMTHB+9//fowxnH766VsdMsTYSJKEMAxzY0ned5Ik1Gq1rkTqkZERRkZGpn3tonEkBtl8fo4rnjmLFi3qks4vGghl8doX539xTMWxVjw9pb9aZXngKvoPOXXJJlosud9u19LJ/bFYshtFUSckpfRON/iSTXdwcDD3ukgStaholhmphFizZg2XXnop9913X77wpmnKAQccwFlnnUUcx13VTGKwSShIXPdyEp5uXhfLp4sVGFM9PBUVQq6xVFBtlaTXoj5YGfaRYgVf0RiX57tix6iuVMW8RWLJWmvCMMw9eHEcd0ImXjGt+8QDbktpeVeIZRs/sj0kTCLNxyTfpGgYlR0Z69q1a/nIRz6Sh9u89yxevJgVK1Z05aFIDD9NU8444wxOP/30PP9gewnrcj2KartSnl1RsT2merqTJMnnW1lI05SDDjqIc889t6uA4umawlZ0UxkuFfOWYv7L29/+dn71q1+xcuXKyZBRRLu1dcJeR5NOMVgf5AMf+AALFy6k3W7nJb27gpz0JIQiYZV+EVcEcsNPwlvOOQYGBgjDTl+n6667jvHx8a2Ufb33/PSnP+Vf//Vf0VqzcOFCPvaxj7HffvttM8SnlCJJktzjEsdxlxFaUTEV7z1jY2NbJXeLZ69Mc2zPPffk1FNP7VKVlsNVxY5RGS4zRJkmRkWHogv52GOP5eijj+aPf/xjwYNSSFiZVNFVAAb23ndvXvjCF+YuZzE0dqWDq1KK8fFxNm/enPdOmdp7qMxIjg+Q9zdqNpt5c0bvfV6KLnoyYpwZY1i3bh0bNmyg1Wrl1+IjH/0o0WQV1LZeU06j7XabwcFBDjzwwG2OsWgC+a2+UjHfcc7x9a9/nVtvvbXLyJa8trJUFimlaLVaPP744zz72c9+WhmAiumpDJcZYHh4mMMPP7yrOqKoqVExd7RaLdI0ZWRkhI9+9KOMjY2xYsWKzqaoNaEPAEegwSpo+4x9D92fT33+Uxx6yCEAZNYSBkFH2E8pvHNoPHiPm+x1pLxme92MfnvXXfx/P1mBd44sTakVBOOsL7eqjJtc8MMwJEtTssn8IDsZLgrDkGSyP1Z70jjx4llSCuc9jcnEZKUUP7z+em6//fZpX0vmSxgEpJOKwMNDQ1xyySWcd/75nWs8XW4MHTPU4dHeTUb79KRp6lGVITOv8d7z8MMP54rloprrnMu/VgaCIOAPf/gDl112GV/72tdyeYJWq0W9Xt+lg9HuSGW4zADPec5zeM973pPnMhQNl6K8ekVv8d5Tr9dzpdyDDz6Yz3zmM3zqU5/innt+x1333EVkQ1qBRTvHAYcs5S+Gj+KNb3kT4V8atO4sIlG+mChSC8YrMmfAeTAOJjdLgMm0u8IoFB7PC1/0It70xjfzif/1CfCKKIjIMkeWpSh0X2yrWdp9YlVo8JAmGaCwmbx7CbgpnC2UWTuHVQ48PP7nx6d9DU/H2xJohfXgvePEE5bxxje+Ca0NbtoNSJEpj6FNC89QlpJojzU1Am9BVZvBfKcYYhS2m4A/R8i+8NRTT3XJIvS6IW+/UxkuM4S40yVuKdUQUkFRMTdIt1gpyz3wwAP54he/yP333cf3/+M7RGqQ9pAjGFcc9xdH8VcPvgblDXidb8RbUMQuRXmF0wrlDbHToDyZGe9UNPipqrydnkh3/eEefvarn6O0wTtPo9VChRpjd8NnY3vrs+lo6DjfsTd8qtD1EG0MzaRFpCO29mop4jZY08DqYZxRBIDBgW4CA51fXFExx0gOjoSupApP9ouKHWM3XDVnHpGRB2g2m3mGuMRXK+aGovy9lORK+fHhhx/OR/7HR1EuoB04AqsJlWbsigZ8p83wb+t4t/XpXgGphcxkDKqQhtvMU/u2CN/0PIKrauinMrzyXd+P1gyvijnvt/8Xf+3PA63xNkO3wDmqMEaORxFMnko1PrM0/QSH/vpQ3IUJsQ8xJt06rKag3YRodJCaC2jpJrG3BHYIl8UQqSrlpaIUyFp09913c9111/HGN76RZrPJ0NDQXA+tr6gMlxlAVH/Fs2KMyTPFK+aWomKsdDruLB4GryNcIyOsOVCOsWSc9BWw8PCFKG06eSwFPNCkSao0DQwJMGDrDNUd4R5rUK/N0O0QVPfPZc5xhPkL7vn+fVz1tW8QxzWyLMXj0UbjbPkTdHtGpvDKEdVquDQjGApoPPYDzg7eyNvf+v+gLFvp6Dg8o8GjjEQLGF/UoN5SGFfDRY6x0DKkgmqhqygFEhpat24dt912G29605sYGBjIk/Urr8uOUc3nGWB8fJy1a9dy2GGH5S4/EdtKkqTyuswRxW7ZRSn6dqtFbWiY1EEcByib4lQbHSr0oQH22QqtwU1zTA99RAgEShO2IVAhWjsm9Hrs/o5Oxkv3zykM46ObuPWGW/lZ8DNIO0ZQp4N1u/IGCL4TJjLKYNsWr8A3HK849VRO/eiptPZoUxuosbUjTLG4tTfGGozOCIIUn2a4NGAgjjDVBa4oCRIikpQC+Vqve9r1O6U0XPrtBq5Zs4YVK1ZwyCGHdKkiiuJqxS5SFHvbhaKAYh+QYlVBEIa4zELmoWZIUoMOBlHNNsZZiDOSbSR0Zr5FPXXUjcIFg6QajIrRWYw1jkxZHMVQUSf19kc3/ohrrrmaaCQma6SkWUpqwBm7S+9tvmLCAKccZB4ValziGVo4xF57740JA1KVdXQDi3gIjKZtEsIGuAV1mrEldoow86iQUhqHRYXhit2Hohq3/H0+PQO9aOpbCsNFbppYojvaf6XXSJ5EUUlVKcXw8DCHHXZY3p1Xvg70XDSr+NCUTe766Qi8AuPRFpTzJKlCuwwXexQa63cipKIA53HWo7RCGwN4vIeoFneUcb3HO08QhTjnqcWD4NxkpGd6w8WoAWzgCvEKR9tb9kyfRT2oEU43pRSoFJJGmyRLGRkYgsShEoW382vReqY4a9FKEZgQ27KdMq2Ww6CJVLBNIy+LEzJS4mAYJ+ai9oDo9cy95TK18enLX/5y7rzzTjZs2DDXQ5sXTE1wLXYwL4teUpZlXYrQsp/Ml7SCOI45/fTTuf/++5mYmJi11ymF4QJbBNza7TaNRoPBwUFqtVqpTiTFTrhxHOd9MR555BG+9a1v8bKXvYw4jknTNHcJ1mq1no5xqsKoaAT0Q2VTgCbVjuEoIlCadqaJGxPEPuTK6L+4Uf2OHV5+RFAunNzr5BGS9cEUqmR95+/eTP7QNlBAhGOMDM0g9bSNcQlr621W8wia6WPUHo8ODcpojDckLoNAo7TG2ZRyq7j0Hg9kWUcXxuPxk3aHn7y+U5OZPZ6AiCEiMGBQDCrAK1TJPJ5F4cHzzz+fa6+9tjJcZgClFK95zWu45ZZbuPfee3PhyCzLZqyh6UwgGjPyOZDrG/VbpGEqsi++/e1v55prrmF8fHzWXqs0u5ncUK019XqdIAg499xzue222/jTn/4018MDtrj45E9jDGEYcvDBB3PhhRfmTeCK/THa7XbPjBdrbf56olrqnGPZsmW8+c1v5utf/3opJu+2SNDoKKLtHWjPgAEV1TlHn8wavYnwmZyat/ejO/FrwxQy6/BxDW0s2mYcl2kG68ewRA/h1TRiZx5OOukkXv3qV3Pdddd1vjSpxFuxA2xd/Tzlr9PdwPJVEomnVnLgRHdENtiKXUcpxYtf/GIOPvhg7r333i4vcxn1XOYb4mAoqpXPJqUxXETzRDwZSimOP/549tprr9IYLhKXFAlygEajwb777svzn//8vPOvuP+kT06v0FoTx3FeBiwL41577cXxxx/PN77xjVJvlh4NScfz4ZVFOUsryTg5OJyYqBT7UBZ4lNGd0FUA3oDJLCYBYrPNzXLffffluOOO49prr80ThlutFsaYatPaTZA2CLLISyPKMs/JfkH0UcS7LEKgIoFQ5gNbxc5TGsPFOcfg4CBZluVdPdM0Ld2i7pwjCAImJiZyYTOx6EUlV2SmrbW5gdMrpD/HwMBA7i4tU7hteyg8OrW0WhmZc6Sho1WPGEw1KtRg5vY9eKCl6FQVtR1OK7IIklBRR2HUtjVZnHOMj4/nC6ycvMv2fFfMHiKGCOThZOmoXTEzyL4hXm/xaElYv2J+UBrDpdjiu5gnUpa4n1IqT6oqJr0uXryYE088savnRBRFDAwM9Fw1VynVFSaSE30Yhn1xqjOBIzAhJ73wZOK4RjNrE4YhJgzwOCiB3skAKRoDSmE8xBacZrLSZdv5FPL8ANRqNdrtdq6Y2Q/3puKZI15Que/eezZt2tQ3B4uyI+tecc8QL3lltMwvSmO4yMSVh08+L8uEFtduMb/FWku9Xuewww4DthgORTEhyYnp5TjldYv6MeI6LTPKwNCCIS666CIWL9iTVtYgSBJagwFeGyLM3KaxetCJITOKJO5MntBJs8Vti8oXqxq890xMTBBFUb55VeweFBuwSi7fmWeeyZ/+9CfGxsbmenh9j4TpZY2W0H0ZvS2yRlfsGqWpwSrKsxc3+jJVwzjn8pNyq9UiyzLWrl3LNddck5+a5X3IJOq1x0g8PxIykgkcRVFpvFfbIknSzmTWgPdEJiSMYiI6RoLyoOfyQwGhBiOVLQq0RmtDyLbzW4A8bCeGSrvdzivAdgV5xgYGBoBOGeLQ0FDebqKifIjRInN0cHCQt771rX0RLip2urfW5onGZQt1yvoseO9J07RUBwSlFEcddRRnn312lzBmmcZYdspjFbBFJ0Us0S9/+cvcf//9czyqLUydpEUvUbGcrbhx9HITEaVerXWeGCx9lPpiM/Od69VsNtGBAt8x/GqFMvS5xmsI8J2Jo/L/bb9oaUqmvZy8n8lCpbVm4cKFuffmLW95C6997WvZsGEDH/jAB3jiiSd2+XdXzA4SXoYtsgX9dPIuJhRLrk5RK6UM87OoYVXG6yoVZRs3bmTdunX5OIv5TxVPT+kMF8l18d6zYcMGWq3WXA9rh5nriauU6nr45dplWcaTTz5ZeoteQoRxHDM+Ps7Q0FB+YgqCAKVLsDAW/j+XBEHA2NhYbkz//Oc/5w9/+AONRoNNmzbN8egqplI0VmWdkOTRss9LQYTSlFK5x1A8y2XyjJcZeQ4ee+wxfvnLX3LOOefMCw2XXlOap62omCtel4svvpjbbruNu+66a45H1x/IwijXsV6vY63lxhtv5IorrijlCaSIJDOHYZgn1Flr84aV80VdciZIkgSlFAMDA6RpyurVq3PZgCrZt7zIHJQk0jiO++a5lpws8bjMRQ5fvyOHs4ULF3LEEUfkh3VZ4yoDZscoxRNXlMeXsIZSigULFlTus51A8lmKMdMgCBgYGJhVFcOZpNFosGLFijwRujqNTI/kTzUajbwCrx/ymHZXZD4WtZ1arRY///nPZ1UafSYphqFFfyhJkrkeVt+RZRknnngi5557bleYqJq7O04pDBdBJoWctPulx44w12OV0mfZ7NM0zU/m/cL4+DhXXnklmzdv7srNKbu3qNeIB0o+xGCtTr/lpZjPILo+X/3qVxkdHZ3roT0tz3nOczjppJNyDyiQGzBzve71E9IG5oEHHuC2227LPTCVSN7OUYpVrpjkKjFgqcLoh4VYkmLl86kfvR6LXD/5kKTnsiMZ9pIAKEZLHMd9Mf5eItdIDDqJnVfy5uWlGA43xjA8PMyFF17YF1VFxx9/PM973vPyeSnPXjUvdw65XqtWreKGG27Ir6cYMBU7RmmsAonLF70s4+PjpSu3m47f/e53fO1rX9uqBLnVavXUeJHXkhOdGH4nnHACF1xwQemNwOJ16jfjtdcU5eJFYbpsZZ8V3cgzLV7ROI552ctelpe0l5nrr7+ea6+9ljAMCYIg32irTXfnkPBaEASMjIzkic5zIZ0xUxT3OEk2l/dSfFZmktLsCEWNADl5f/KTn+SBBx4o/Q1dunQpL37xi7HW5kJvxXBNr5FwW5IkOOcYGRnhyCOPLP11LE6AorFSJa1tzXShs8poKT9TZRPKWrY7lccffzxP/pbxyhzth/GXBbnfL3rRi3jnO9+Z6zHNByRXR/6M4/gZaVVtj9IYLvLwiyvNOcejjz7K2NhY6Rfkhx56iKuvvrpL8bco7d0rZEGc2uyxWlgqKiqeCfvuuy+HHXZYLr5ZDElXh4odxxhDvV4njmP22GMP2u12qVrbPBOKh3aJPszW81Eaw0XeXLGxovR2KTtZlrFp06Zc10DeQ61W6/lYiic6eYjWrFnDLbfcUhkwFRUVu8SrXvUqXv/613eVQherQCt2DEmFSNOOSnitVsu1y/qZYjVwsRfXbPXhKo3hUtRwES9FP/TXmYqEuqA7X6dXFF9bHqB77rmH6667ru+uZUVFRTmQDai4ORXl6it2jCAI8ka8csgt9ufrZ6brdj9bz0ZpDJfihivupXq9Tq1W6wuLXoSkZPxigfb6gZQ8m2LstNhssaKiomJn+elPf8pNN92Uh57FQ1CVQ+8cxZ58crCU/aKfERE95xytVqtLmmFeh4qmupq01lxyySUcfvjhpZ8YURTlGeJSBSNGQ69dgMVmfsXr1i+VOVP7+kCV/FdRMdc8+OCDrFy5squqqMzaI2U97KZpmh9oi5VZ/bI+b48oikiShE984hP8+c9/zr1x89pwETeTuCS11hx44IEMDg7O9dCeluc+97m8//3vzyXrYYuh0OsHUgwXSc6F/mqhLmMuGnxpmvZ9DLiiop9ZsmQJe+65J7Alj0660Jdp05WTfhzHhGFIGIalSiCWlgmwRUSyLA0qnwnyntI0ZdWqVXmah3iUZprSPHHWWsbHx/ME1+nKYsuK1ORHUYS1liRJ5ry/Tj9K5csCU7xuxcZuFRUVc8OrXvUq3vzmN3dturLGlMHrUuzPVuynJKW5ZdpHpupVzQckX0f0w6TdDDArWmzluZt0Gk/BljyNG264gUceeWSOR/X0FFVyJTcniqJSTOh+opgbNDV0WF3Lioq5I47jPKFUOkMDpSjlLSqvSygrCAKazWZ+EKrWj9lFhDAHBwd55StfydDQUP71ee1xcc51lUL3U9M4iVeK4SITBqpOvTtDlmUMDQ1xwQUXMDIykqsQx3E8L7LuKyr6lTAMc9XXYh5iWUp5vffcdNNN3H777V2dt+M4zoU4K2YP6VRfr9d5/etfz5IlS/Jw0bwuh5bNv9hkcdmyZeyzzz5zPbSnRYwUOYkU3af9YHiViXq9zhlnnNGlb1D136momFvGx8fzLuTi0RDmeo0Tz+xBBx3E0qVLc4+9tMGY6/HtDmitSZKEiYkJvvGNb/DYY4/lRSrz2uPSarWALb0vtNZ87nOf4/e///0cj+zpGR0d5dFHHyWOY5RSRFFEs9kE5n5S9xNyklu3bh3GmFzgaj56WyrXdUU/ccMNN/D973+/K+FfjIOy5I8ceeSR7LPPPrmxIoeeMniE5juSFF2r1firv/orFi1aRBRFs+bpKscTBwwMDGzVt2PNmjW02+3Sb/6rV6/mhz/8YV6XL14Xkceu2DGMMWzcuJEPf/jDPPXUU3l8WpoJ9ivF/Cfoz8TpXlMUPCt2wK6YGzZu3MiTTz7ZlU8SRVFpQkVTQ/NZlhEEQemqiqD7OZ4vIaxir0GpNEuSZNbW7lIYLrJBRVFEGIZdX++HxMyjjz6aCy64gCAIcjelyP1X4m87jogyrV+/Po+PzocO0VOTt4sepPnoTXomFD2u0CnDPeWUU0pTvbI7M7Vju1KKMAxL8wwX55gYLGV7ZuT5lsqnqcZ5PyKGWBRFtFotPvaxj7Fu3bpZfU+l3w3KZClvCwkPyeJaTGQrm7VfZoqaBuJ6nA/KnPIMyHtL07Sv29jPJsVF3BhDrVZj6dKls5bkVzEzzPWzLHNreHg4V3EF8rLoshx8pNpUogvyMV+e7WIfptmkHHezz0nTlGazmedjyMlE8jTmy0M520jtv1QRyWLUarVK4Y5+JhSfg6GhoS7XasUWigue5Dt95zvfKVUuRUW5kHmVJEle9VSr1UiSJM/JKYtHQ/L2pGy7GD6u2HGqlWAG+P3vf89XvvIVvPdkWUa73Z7VjOr5zPDwMB/84Afzk1Mxlt7P3HLLLVxzzTV470mSpKuKrqIb8VDJabSYE1Qt8BVTEW/mD37wA26//fbc412v1wnDkCRJSnN4dM4xMDBAq9XKRUrl6xU7Tn/vBiXBWsvo6GiX5D9sEVSr2DG899TrdY4++mjq9fq8cqU+9thjrF27NpfBns3EtX5G8trkVDo0NMRBBx2Ub079/hxUzA5KKV760pdy1FFHkSQJ0KlUlUNkWZDnu1arEQRBLqFRljyhfqE8d7SPOe6441i+fHmev1DUoqk2pp1DNvSiXHSZEgB3FYm5a61pt9v559VG3E3RU+mcY+nSpZx55pkEQVAdAuaQueh0v7MsXbqUoaGhrrBssZN1GbDW0m63Wb9+Pffffz+1Wi0X2qzYcSrDZQaI4ziXOA6CINc3gE4yVq8QRSnBvAAAIABJREFU9eGiwSTGVL+52ItelvmwuUs8u6hPY63tu/sy28gCLvf/kUce4Z/+6Z9mTTq8Ysfw3vPLX/6S1atXA1tytuR+lWGOSo6cJIhKk0VpVVAWtNbceeedXHXVVbPaQXk+U60EM0AxS7xYJihuwV6TJEluxTvnOOqoozjttNP6YnLIaVtKob33tFqtvj+RSKhD4u2yYPX7+5ppxDgRQ09K5CV/rGLu+PGPf8yvf/3r/F6kaVoKgwU6a/DNN9/Mfffd11XJKZ67sowTtiToyoFSVML7YX0uC5XhMgMUE3IbjUa+6PZaaEw0FqT8zzlHkiQceOCBnHbaaX1xYhXRPjFcJHQwXyb1fHkfs4UY+pLvFIYh7XabVqtVqlPz7oZSijPPPJMXvvCFuQaJlB2XoSWH954VK1awevXqPJnfOZd7v8t4QKjWgl2n/DtZH3DPPffw6U9/mlarlcv+Z1nW8w1XFpRiuEpcp2U6cWyPzZs384lPfIKnnnoqT9BsNpt5wl3F/EY0kYIgyPUgbr31Vv7lX/6lcqnPIcYY7rzzTlatWgWQ35+yhWFk7ZV+StJfqXpu5hfB039LxdMxPj7OY489Rr1e7/JqTFXRnW2KLdxrtVpurEgbgrIj2i333ntvnm3vvWdkZKQvvEUVzxylVK7FMTg4SLPZZHx8nD//+c/V5jOHZFnGunXr2LBhA0AplWnFAyRy80UxyzKNs+KZUxkuM4ScOkQVVTwfvUzOhS0njuLpVMruyj55nXPUarUuV68YYxW7B8Ucl2azmQvPVXo3c4vMw6LxKOHcshiUtVqta72QvLIqN2r+URkuM4RMEtlsRdq515O6eMqQSSwGQVkWmO3RaDTypObZ7C46V8yY8agUsK37Ka+hJj/f3n1/un/vJZ2QplaKdpJglOq8E+8JAOc9+OnGW7ymasrfu/8F1Db+lfxft/fT0415278L/HbGI1/vh3kp+XKyvsjBTHJdyvAeWq1Wvg5LflyWZVWfqx7Sq+egMlxmCJnA0lRRSl3nwlsg8V0ZB/RHMz9ZcNrtdj7e4ump35FyaOcccRznIZGdrjwzAerk1+D33h+UBefAedAKDEATZQ2oCO9TCBSKCNW06MBhbIhDk4UWTxutNBE1bAopGWjXyX7Tk8aRTYn8MKnO8GkLaiMQpdBOUU2FD4HIAxYyCFyIISBVCU5bUB7Q4A2kk89hbEEnqBTqyULaYQOr2zg/hFdttDLYVpvawBBZo81v9z2Bb4wqmspjFPjJt20CsM4TOIc2GheA9WAzh/GKUCvS0BGmEHtN5jxNBWkIVkEtVUTAaOSJHQxYaDlP4BRKWdKojXIxLWugBrUmUIegCdYpdOxJSQlSw0TsUNZSdzHGKog9CZ2371QDk9TwxkG7STZQw7Tb/PbLX2XT5s0z9YjNOjIPRTStKLg51xQTuyUnrurEPvuIUVhsilysDJ2Nw2d5nrp5wnQdgHtdWSSvKSqtMq5+YKrEO8wPo6XY6E2SqI0xu+bGDgLMC0/GHvEX+CzFeAM4LBnaa7xToOpgNdQzBlrjhBMZ44tqeK/IbID3Bh2CIsXZlAyN0wHKaLQC5UClHbsoUw00S9BRQuBa6LSGHVtLNDxEECyl6VNS2iifotE4p8nQeK1Ae1AW5SFAE/sYMLRsC8cmvHZk+kCcXYcJJgiCg2inbbwClCPRMLxoEWPPPYbrGgqfeFLjyJwHrxgODcYq2l5htSfDYfEYZQiVAgtee1zisN7i4gBCS9BoECRthpxBu5i1C+tELcuitiPRBlMLmHBtgrZHWU2k2iQbnyQwEcl6y7AbZnTJAFnTYRsJS80AzaZmE7AAh7ZNNjfG8bbOAlsnjEMaqccNaAaziE3jnno75LTjj+P6b9doTEzM4NM280ydj8WE17LMz+kOAf1UmNDPiPQGkEuBwOypx1eGyzxi6gIif68m7twjeUfiwpZFdpfc2N7jxpp45wmcpjaakIYKHUcMNRwtDc26B9sEN0byi1+Q3XUf7i+PwR/5QlABmhDajtAYHJC6cXyUQhbhXIDKNBqD1gE6Bp+O45MJrE6x9/wW+9Pr4fhjaS97OTaIUU6hvMKaFBdZCEA36mjAqwyvMjIynFEYFTKUhGg047WUbGwt3Hwd/uGV/z97bx4s51He/366+11m5mySLMmWZEmWZVve5AXHNjKGhJjFdlgCDoYQkkAll5AKSwy5FxKH5EdBXe4tqlKQEHDAXOAmuSQ2W1h+5mcRDBjb8m5hvIElJC+ybK3n6MzMu/Tbff8Y9av3HMuyJJ/lneP+VJ06+0zPO293P/0s3wd98ZvhwguwWUIYKorxMcL5EYQJ4waUDImkpRVJbGEwFCTWIgNFKAVhYbEFhGHP+5QWhoYW2EZAomAghGjL43RuvJH0kQfYGQiGVv8GC153KRyzABsIEmWQIifsQkPFREojNt5LfMt36O7ai44Wk51yMvaiswkXn4JUMUoJhlNBMlKg7rkTddvPiJ98mkY8gll5Aqxbx9DxJ7AzL1BW0CoMLRHwipet4x8HWuzcn/TqOXr8Ojd7VEN0zoipNpGcanzWo8czA7gTap7nZR+mFzKppdQIEoxNyGVGHuboMKMbpFizG9JnkI0EpRL0nifgmS20ntyNjAYRdn8TQxmSiJAsbCCjISIxD1W0oIgwSqEjS9pI0RistlgDJogIx3ejtvwCM7YbGytEECIIMSLCiAhZKILEYmSBsQWBUTRsk8AMQj5AYULGWpbxqEkRtzCRhW2PET39OFHYgWIcKQQisQwFC+g8Ns74/dtYJCMaQiFNgNEWnRcIDS0VUBhLri0KQSQFJoc0t9gAEAYpBHkiyPZZ8tEuZnScZmeU6OkHYc8TxIEFFCZVDOSSZmKRUQNTCLp33sMz3/3/GHv0IZo6ZGAsJfnR94mu/xrNrU8gBgKelimjjZyFd9+N/Oa1dH7xY2LdYV77SdLb/pP8G/8P8qnHUEoAIYNBjCQg1TmFro8kvcdzNFQTtV0D2UajMW0aP97j4vHMAE6TBKDb7ZaKmfv27TuKRxOEQYjoWFReEEQBOrCYQmMCQd5sojohal+ECgLS834LvfJMWoNLYF9EJ+yCtLTMIEVXkDQTdEOg8xjsfreusAhyVJphTYi1IcgmlhDiCEFBETYIjKQwBcYKTCRAKlQa0kgF3fkCnWp0bhFGEZgQawUGQx7mBF3VSzQRkkAJ8tBim/SMFinQFhIZknczxvOi93cZiAisVZhCIJUEC0OhIEsNuRaEgcQIsMYgAyjIiWxAZCGLJMmJK9C/93qGt6yi+ZXPIozFCEHXgrKCWAQIIA8g2Lsd8ZPv0hx9irHLL8X8xuXEe8cY/v6/07znQUaPvZ1w5TKEUsT72uj/Xo/esZPistejzr0E2dmHvPWbZLf/An3nT4mXXEGuBzHaErdAZ72wlsfTz7icFudtKYqCbrd79OHw58EbLh7PDHDeeeexbt06br75ZoaGhuh2u6RpetQVD4ls0hSLCYVmTKRQWBpGYqxG6IxWvIB8r6EAguWno5e2GZUhyhQwZDGdPSAkSkUINUYgLQ1a5IEiswGmMMjM0NAKLSENUqwFmSq6yoCyyDwgtxlhpGlZQTewpEKQiwgbNJBpDlZgmpI0NGDGAY1QBpEYsmgIKyTSGkIpUFqSdkAYhcZCKyItOqghQ9AydOUYxZCiUTQgU8hAkg3ALptwfKIZkRHdKCQTYEUvp8ZmmlRKVFEwaMFq0GIAFqwmGB1nXETEYYxQoEKIdC+ZVmUwoixjmx4g3LGJeP4ylp7zO5jB4+keo+le8hrUw1soHr6bxvaL4PjjCR58hM6vNxMtPZvo/DfQXbSETmaIXy7RP99Gdu/tDPzWb6KGBsgyi1KghCSQ3nDx9DfOYGk0Grz5zW/mwQcfxBhTVolOdRivFobLc70o5173sUtPv3Pqqafy8pe/nFtuuaVMzj3qUJGwRGI7+c+uJ3/6acTaZcTjHezDj6MDC6eupTj9bIqBGN3SqDvuQdz3IPZl5xCc/hKG7nqAfffdTXvN6aglxyM33kfw+CaKkWHsaWeiVp+KGZhPIUO6MgSZY1UbJSMaeYu20ghpiHVI8eROzKMPkm7+NWawSXzOmYhVa8jCkEIHKKWItMY8tZXswZ/Dk78mtBq9dDVq7YWI444jyToY2yG2YGwENMBolDUEe3diNz1EfudPiJevhEXH0j3rXLorV9IMYxY8sYPmXffwVKhZeOZamsuW09YWYywDoUQYiRABWV5QSIMJLFYqgiIg1QJMhBKSPNVQFD0PjgQdQ5TnBI89Rp7lhEtPxQwtph0lBLnArFjL7qXHMrB3G3bnk4yvXkb09BZCuY9i8TzMgibWpnRsRLh8Ba3BAczOp9mz/XEGBpcSNCP2puP83//0z+zduXdK7zWPZ6ZxwpFBEPDGN76Rz372szzzzDPTJv5XC8MFDpQPO6n8IAj4wAc+wAMPPMADDzww28N7XlzFiNM7cGXRzoVWh8x7F3usdouuk7KkU851rkbXYM8J0vUr7tq69gudTgeAZrPJ2NjYUTyioOgo5Kb7yB68FbF5IWofZKaNQRM+dBfqid8iv+z3sFgaj/6C5P6bUUuGCFe+lM5YG/PI7QTbHsI0FyC27yLrjmHyNjz8C1qveyfiJcvIaCOEJUSQZQoTxiTROBjJYCExW35O8OuNdHZuI9EKlY2jNt1D8dY/gZMuwJJjVIPi4V8Qff869M4nMTbD2l6ya7jxTvTv/iGsWIaIIoywKKmxUmCMJWyPIv7Xf5H9/FbssiWI3WeRhznZL/4XAy9/A+K3Lycb203zzhsIO6BPXMGe4HgGEkliDeMtS6wtyoAIgl51EaaXRCwMRliamUaJNgkQWIkIwWSgjWDvQEFnfBfHZiHdBYt7CchaYRQEqknQWAjZZoo9e4nHC/L2U4TZHuyi41BJAzsoiULDqI7IlywgemYbatcY3dMEg8bQzLrc9MOfkqTjU3ezeTwzjNtL3J7nxCKdt2U6qI3hApRdlaFnAJx++umMjIzM8qgOD7f5a60Jw7BsPtZqtWqx6YZhWJ70XS8YrXUpKlUHjDFEUcSJJ55Ytixw4wyCoC+0aA6G8xpGUVRWE7mGnEdXVQRhGpBFAqkLArME/cZLKU5cSPjAYxQ3/hudezZgT34JrFmDFgIbCpQKKWJBEUS0Ol1sopCvfQ3yDcsxGaQ33oB5cAPJU/di9GqkjaHZIJUBNm0gtISwC8pS2IJiz1byS38HsepyBtMBkh9/j+5dtxI8uoXWkrPojoSIbY+gb/x3zFOPIF52KcHZL0cHCfaW/6Z91x2I73wb9Xtvo9BQKIMsLNiAUKbkP/0e3PkTOG4V5i/+d8Z/++WYRx4l/MY3aNx4Nyw/m2LFCnZfeiVD7X3kxy5mn7YMSWjlFtkxtApFsj9nxloQRqDoCc0JKckDiUaDEAQaKLpERqHCGKMN0d4C0RknnC8IFey2OZERREaQRCEZOVGWMU9KRtOCooiwrSahVFidoJQgEiGxGkFYBe0uQgkKLSC3hFLQtnNLZNHz4sMl5bq1bPLnqaZWhsvBKi1mWjL/aBgZGWHt2rWl4eU8Bs1msxaeFjgQdlNKURRF2dOjTqE4IQTDw8NcffXVHHPMMWRZRqfTYWhoqBbG39Hi4r9VVeUXdP2lIJ0XY02OJMK85Gz0upcSmRh57kkU236F3bAeuel+OPUc0iBAYDFAJjqAQBpBMbAI1lzA+PHHIESE2LoVuekO9NheSCUDQUSw9VH2jD6FUsM0sibFIBTtAo3CzD8Be/IrsCuW0ulKWPEQ9t7b0d1xpGhDMYjZ9kvkY7+iOGM1wbpLUQvOpAj2IS5ZAuPjyAfvo/Hri+iIEGSICSWolGifRjzyIJFNKAaOQT+xl8bGR7DJDuyQoL1tK8HmexlYcRnpSy/E2gJbKAYzRW4tIhAoK8gQWCEO6N5WhGytEGgpkQbioKdfk9scEwq6EobSgFY8zDONgq7YxWI0QyLCGhAqJxUaFcZoCmwISraI8kHaaYdOw9AxXUIZMUDA0CikIkRagRS9ZODUWqTsSd1408XjOXxqY7i4igv3WQjBTTfdVHYjrTOnn34673rXu8pyVxcSqIvRApS9itzmGQQBWZbVyngxxiClZGhoqBxTq9Uqx9yvHpeqJLp7jc4rF4YhaZoe2QMaS7Q7IyNEDTQQC1voOCPdtw9GAsITTkbcvp442UemmmRSQKExRmFliLWadiwwxw2jmiEqC4iCmKwVkkkQuyEuFiLJMD/+Idy1HmkhtxHZiuWw+gS0KLCLh1HBMHJfgMoFIh4mQUGu0dIQpMCuhEYGnePWoAeXkYsuQo7SGF5NsXwF+UMbsU/vRGoItaQrcjAp+bglaOd0lcGOb2PhnT+iMb6ZPUMhi2iSHb+aPcfOxyhL1BEkUUSYwZCCcWvQscUoRSeH4eLgC53AomSBlD1p/hxBrlrkUjGqDXEo0ccupNtsku7eg1GGuBvQboKx47R2jNFgmPb8EXYLS7xgKWmo0DufZjAtkOExZBKydJxnkqeRQcDQMYtIkAhpkJGgsCCQeNPF4zl8amO4uI3TCXS5XIDpqgOfSoIgII7jUnxHa10rbwscqLN3/UWcB6YuRgtQls5VPULOQ1Sna3mkOIPR9U3J85x58+bRbrdLafIjQgjykRCLpuimiLEMoSNi1UImhmzXMz3FUBVjTIY1vf47CgizAF0EGCuQTUURJUg1js4shW4ybCK6DU0e7ESHIfKCl8CS+SCbkISokZCi08GYgCAYwgTjWGkhHoQGhFhsBoUI0SEwFNANLMXokwTZXlTjRDQ5OtuB2bkTaRWMDGH3WPLAEtgW5MNYu5dMQrM1iLrgN2m/+XdJT1mDLQL27HqSIG1jTzkZEzRRQGt/RdO4AWEkkS4wRU+6X3LwbkECS2QtRkCSWwILgVWEGrQy5MKijj2ewWSY4Uf3ku7bS75ogFxlxL94lOa2XehFC2idcBLbkcSrTiQYHmHgiSdRT+0mXHk85IZw21N0i52MLziGkeOWkWlLwxiCUGAQ9IJXvhGgx3O41Mb/7jYpt0Glacqll17KypUrZ3lkz09RFCRJUm6wQgi63W5tkl6hlwgahiFFUWCMIc9zGo1GrcYIB5KZgyAo83KmU4FxJnBjv+KKK7jooouQUtJutye0ZDgyLGE3RwiJ0SnyvocJH3wUU+xF/OohzMZbKRrDZEtXo+kSFgVSKKQyPePFKsJcIHODVYq81SBtKVSrBTbCiIxC7UYHKfnaCxGX/zH6Nb+PvvSN8PKXES5eTCgtqDYiMmALMpuThQahBEgoZBfTUIilJ6AXH4f4+QPI+3+C2LcVM76d/LavU/xiI3bBSSQnLMeQo22O0QYTRjTmB6hlS2FPjn3gMWwyiFlwDMHoXtL/Xo/ecDuMjpHpvSQ77iZ8+D6EGWNvZAiF6Om9FIZhC/JgZosAYyxFsb8RorA0rcZu/SXxxrs5ZvcepFE0V64hXnEycvNW8ptupPXEr2g9uhF9040EoaB93rnkC5cwkCrs8uPJFy6l+eut6Aduhb2PEW+5n+immwi3PUN81jnkC48lKwSykBSFxdILG9WdOq0RHk9tPC4uvOKqisIwJEmS2R7WYbFx40Y+85nP8Hd/93cAZSigLl1TAS677DKuvPJKvvKVrwAHcl5cMvRRnfynGNdXxBksQBnOajQaszy6o8e9rjVr1nDyySfzs5/9jCiKyLLsyBssAuwPawRWkUcCvecRGv/vZ8kHDZ20jdq9D3nqb6DXnIZQmqaBthVYm5KEGdguUhiMDJBZQDAeobI2mdnOeBhjzWKaxXwyEdLclaKwtCNLEYqed6WbYwsJhMgiwgYxUjUwuSK0grgo2KMNRaegWLKW4JK3EX/vOpL1/5Niw08IbIbdM07QHEL/zhvRy47tVbxpiZYJRbCXhATxypfT3f4YPPpjxBe6iNt/A5U8Q2PfGMPnXIZpLkdv3o35xv9kXyel8b/9EY0TT4EuJALSAYFJC0ShDtLbWQASU4RYJLG0RJ1xtm74IWMPPciiV/8u4uJX0z52GHnJSyi+8QtaP1qPvfMessEAu+1pxOqTkZe8jFERsagr6AwNk73utxn48mY63/lP1J03E2tNvqfAnnIiCy+8kHRwAFmAMgKdFj3DpQ+Scw+1jlWb7Hk8M0FtDBeYWFXkNv5+sPTb7TZbtmwpN90kSYiiqGz9XocJvWjRIo477rjSgyGlLCuK6nKN3TiUUmXYrdFo9H2H12pStPN4JUnywpqPRQHGtJHNYcxLLyPVOWy6ExseB2tfibzwQpgX0khz0oUnwPHbaQ0MkJATtpp0l52JWnQcLcYZtw1MHEF8LCxZSTiviTYZRWMEnewlVxnKRgSZJQ8lUXOYbMl5RPECWmnC3rABA5ZQDNE57nT0/IVYmmBChILwrPMphoYpNt4Fjz+KLBqIteuwF5yDOulkom5OsmA1NoVm2KBrAowYQC45Hfm7f4i+53aMtMSJRh97JvsuP5dnzjqXoZEWzWd2kSw4gd0rJYsImF9Y9gYWbQQDWhIUBVocCBXJ/U5mK0ENDqNPOpNswUrmG4GOoRhZQrw8YWBgkMxCZAKiU19G8XvDZBvvQTy+hSKaj3rNb2HOOpvm0HK0FrRDiAqFPeMltP/ozxi89U7U1sfJW/NJX3o24jfOprP4BKwWtExGEkKUBSgkoie3V2vcHKzes9Viin6en57+o1aGy2T6cTIYY4jjuHZ5GVu2bOGBBx4oDSlXFm2MOfLk0Gmmakj1czWRw+URVY3EF2osRnlEkDRJ85hi8WrUhecSdl+NNgMI1SSNenL6WkZE616LPv9CklghsgU0zvpN8tWnkQ8EjKkGsh0hw2HyUy4iXH4CQRSRxsdBp0HaaqLScVoiIFGGojtOfsZpxMuWks4TpIMjmN2S1j5JeNbZjJ90DLo5H8wwgc3RxtJphXDWGbBmBRQJhVQoMUgSSygsUXMeweWXkxd7iVojtNoZXSXQ8QCcejasPIFw9TKKs09D24Bm0aLQESYVjJ66jPGT3sjSTk4sW2SZQAmBCgADhdh/vYGytkgAxmKOXwkf+T+Iioh20MBKWPTa11EEmr0iJEwtqRQk84fILjgfc+5pDAQ5x6WSwDToxi1yJKGEQILILUE+SL72pXTPORdrc0wGoW7SVBHZ/oEI2wsPufEIbO0Nl2pSvyPP876o+vTMPWptuPQLS5cu5dJLL50QGgqCYFraeR8tu3btYseOHWUukda67FhcpwRdz+Fg6codhGofQmQQjJHbDpImKlhMYkeReUochujxUfIwoFg4jyLvEqSjjHYKRBgQqACTJ4Q2JepmFJElO7ZFrjXx2BiDOqUTtlEFGCmgERLLeRTW0hmSKCGRXYhsiEwMnVZIsfg4iqKJHI+xrQTSDNGxBDJGsAjoJaRmQqMKUN0uKk+Q4SBZa4i2zBBxijG9Zo1Kx5gipLBLyIvFCLvfSJBgclBWMcgIYtAynhQUqSEMFFaAwSBDBftl/CfEiywYoTBqhIYAldle/k8c084j2jYnVDnKhsRaEesQXcxHAbvDHC0s0lqEsaj9cz6nQGhJYBRCtQAwBqTo1Qz1+wyrilW6g4/HMxt4w2UKWL16NZdffnlZPeKSYNM0nZBwPJtkWUaWZeR5Xo7L5RV5o6X/UDTRLMSKXs8hGwsSIxE6BS0RUYhVYJsBtpCItgTRRIdtRCZpFS1sR5KonDxOsFmGNA2KJOx1gZaWIjIIGZKFhiRIESIjTAKsBRohqmOJiwzbUiQ2wRQ5zXaI1RZtC3RuwUiUUARYjNEYerolgTHY0GBjgRYGKQxSRxijkMqiCoHKNdJaclsgsAQGbO8hsUGBNPSMBA1jhcUISSPcX6NT0Gu0aHsVCJNnoBWiV0WkDWmgGR/SGGsItWJYxLRkwD5jkEYQFBZhesaPMT2DRwlBQwqEgTyHXBlELBFkBPQ6WFsjsMqgpSaXBapoIOzsrwVHgxBiwsHMGTH9Hsb19Cf974evAffffz/XXnst0AttuLJXl59RB5YtW8aJJ55YelyAMjF0LoRjXmyYwRbqsjcw9LY/Qq5cCZ2cOLcMiYxGANiCbqdNrgRGSqJOxjwdQKGwUUgiDd2sgyk0Qiry0PbaBXQkgY7JIsF4kKIFPcVXGaKsJMozjE0hFlhpSEJNR3XRso1VGi0FWhQIushcIkWADSyJSkijcXRzHNNKUZHB2AStNPmAJY0LrOqVwCMbGCnJRU4SjKPjfYw397GnWTAeGlKhEUIjVEEqNWMqh0DQiGSvq7QBFUAUSkxmXJzo2VggF0S5opmEDKURQybolXN3JU0bIBCkwjIeafa1MvYMJCAtUQK2XUBmUQKEFBgJrTykmSpsLtA5iELS0oqhrCc+18+85S1v4WUve1mpReS0oeqyxnlePHiPyxSwd+9e7r///tJ74bQ6qkbCbLN8+XJOOeWUcnxxHNPtdr23pU8RAuRpZ1GIAityRC4oUkuHLiaOsaKBEMNYKTF5Tt4q6EqJMPMwCnQoQA2BsRQ6B2EwSEwqQClEQ4DsabLYXCFzTZinNGNIbUKeaKIwJI8bGHKEKRDF/vLiUBCFAUXaC9f0jAZJSIPYRFgjSGRCHA4jUGR5TmE0wvTmjFYKIolFAhGiKAh0k8FUYLUhoyC1BomiIQUjUpEUltxYCmOwCEIUIRCgKOzBwzRWWpKWQWqBTXqVRzqGLAatLaE2iECiAkEkFI1CQWpBCnQgMFaiwl4ptc4K8n05XRkRKUmMRcpenKgtJKmGqPenSEDbCSK+tUcIwbJlyxgYGCg1oVwBhfu958ioUypBv1FLw8W9of1mzTt3arfbJY7j2hkFWvdErpzOjLu2dRvnXKN6fav381HnFklFfNLZFEGDbtLGhiGBlIiGJQ8CsCD/H8T1AAAgAElEQVQTS2glGijCiKJlSNOMUMbkiF5+SFZQ5AYbKEQke3GVWCEzEPsMKhA9WbRIw4qlJBtuI929Axv1Oih3u5qwiBFFggghljFCQyY0mcoQBL24kDCAJLcBOg/AFthmCqaBSCxIiYwtBQlYS2gUFkFhBYGKKNKC5QMjnHm2JYkFoYoQFgotMLaX76J0AUpgQ0VBz8AJjCRuClKey0AwGJEiAkUwGGIMZDpDBoJIhlgtyQVoYRFWEFpBoCxagBY9g0wqC4VBCIiaDUywv4GjztCFJlCKQIRgBAa1PzlXYAKByeBeoB9aLBpjuOaaa7jwwgu5/PLLy4pJz5EjhGBkZISTTjqpXA+qoqCe56cWd55bwJ1mhxPm6ifDJc/zsnme87K4hot1eB2bN2/m/vvvL6ue4IAUfZ0aLc5VXFJj9T5QSpU9jI4IKekWOeITf47c/BCFBGzQq6CxvTRQY+FArVjvqD/xZ1BVkHHvvhVQ7P/GabkGcRPzf16L/cY1iAc29jZsYTBWkNref1ugK1zdsS0fazLW7vcziP3Pb9349n8jer2F9P6k1zAIyLOcC6K/4KNvfSlCOg+me3C7PxI0eSk7nPCnBJoHHs4CxM8e84RnFPufs/r4clIkSgINLBZxkBiVNQEI2CvgR0qwsw9cL0II9u3bR5Iktep432844+TCCy/k3e9+N1prpJTl3tGP13Ty3lFt0SKlnBb1+1oYLpPLRJ2Gh/tcd44//nje8IY3lEZLdcxpmpaGwmyyfv16fvjDHxLHcWlkuY7L/SL01684pWJ3bwghaDabL7AM3UKaQGd8/x4dgyjA6KnfBI3tfegMst6YrSx6lskUG7xGiJ4Hht7LMMKgjMZqTQQEcvLC/kIWenHIbw/7/w7z79waZ/b/OBIHM2vqzcE21n7cbGcLl9Rc9a7MNW/L/Pnzectb3sLnPve5aRM2rVVWpqtycRoo1SaAdWbVqlW87nWvK7tCO4OgGgOebV772tfyqle9akIZY57n3miZIdz9nGVZTyV2/0I1tffHTMwTcdAvp4qqonPv1NY7W8k5tLB7Xrw4CYqNGzfy7W9/G2MMnU6n7z3eVefD0NAQb3nLW4jjeNocD/XYVTnQiM4t6sYYhoeHufrqq1m0aNFsD++QuAXVucagp6bb6XRqs9g+8sgjPPTQQ2VYzonkHZ3kvOdIcImM1113HTfddBPW2rJXkWciLnTmFJ47nU6poOyvl6ffcfvDtm3buPXWWxFC0Gq1atcz7mhx+7j7erocD7UxXCari7o8kbVr19JqtWZ5dIfGxXuVUmVzxWazSaPRqE1V0ZYtW9i6dSta6zLm6Lpae6YXN5n37t1LlmWl9sV0nkj6nTzPJ+iEJElSm0OAx3O0OI9i9ZDrNLX6+f5289TlP23durWMnkyHQVYbw8XF+dzXTsitHwTSiqIok6yq2i11uhFdfyKn6Otij9V+I57pwV3fd73rXbz61a8uf+48jJ4DVMNoWmuKomDRokWcdtppsz00j2dKcLmbLmRfl3SCqcAYw1NPPcXHP/5x2u122XtwqqnNFXPZx8aY0vp0Ym51N1xcUq7zvDiLerretKPBueBd0rPrxO1P/NOPc5kODg7SaDTKCgJr7bRk3FdPPxdffDEnnHDCc/6dy8eqC3mek+d5ec0ALrroIt761rf2TdNVj+e5KIqCZrNXyaa1LveNuYILeY2OjpYH+umgNoaLS8h1BoyUkvHxcf793/+d3bt3z/bwDomU8lkfjrp4M9zkcKEid4P1g2HY7zhDolo5p7WeluaWAgj2eyxe8YpX8LnPfY5PfvKTHHfccaUhLYQgiqIJB4Q6nfqqPXEczvvq8fQz1lrSNMUYU3oUoT77xAuhGh2Z7gNRbVYrF8ZwVTlO1+X73/8+4+P9INF0YIM62IfnxctMvv+WXgVOo9Hg7LPPZtWqVbzqVa9i5cqVADQajfLE5xYa54WrK95g8cwVnGZLFEUMDQ2Vyav97vl2hphSikWLFvGXf/mXRFE0bYei2qxWVTEupVSpe+E7kHo8R4Y7yX3zm9/kP//zP2k0GnziE5/gpJNOKr09g4OD5YLiDgwej2d6caGh888/nz/5kz8pDZc6HxwOB/ca0jRldHSU9evXl978OZ2cW+3tk2VZabD0uyXq8cwkUvQSxLXWPPHEE/z1X/81119/PevWrePjH/946c0cHx8vT0guTOvxeKYXN+cGBwdZvnw5MDf2OFdBFAQBWZaxcePGsmBlOqiN4eJOfM4irQrReTyew8PaAyq9Tqb9E5/4BFu2bOH000/nggsuKE95rnLHhWk9Hs/04hLi4YCMRlX7pJ9xhyDnYWm1WjSbzbmt41J9M6MoKt/M6Uhg9HhmkqqrdLpdwpYDGihuHu3cuZPrrruOZrPJsmXLJghDVWXH64o/vHjmCi459/HHH+eWW26Z0Pi233EVwfPmzePKK68sGw7P6RwXpzMCB8pHwzCsVammZ3qZrLTo9GbmiqrkjTfeyC233DJBfGpaTiP7r6HWGq01QRAwODiIEIKLLrqI17zmNROa5FXHUi2lllIilUS6BogzxMEUN/M8nxOLu+fFjcvhfOSRR/jud7+LEKI8aMwFXPLx2NgYaZqWa9CUP8+UP+ILpG66Ep6ZxW2iTpDQyePX2SNwOBhjuOeee9i2bdsExcypvtcFlHonzvBvt9tlZ/B3vOMdfPrTn+ZrX/sa559/PvPnz2f+/PksWrSIZrNJs9mcqKhsXR/FmTEawjAs+xS5xfzWW2/luuuu82KJnjmB1ppzzz2XP/7jP56gpNuvuIOOm7fj4+PccMMNJEkybQaZD2x7akWe5zzzzDOceuqpz5oQ/YyUkj/4gz/g5ptv5qabbipj3VMdCrUw4YQzODhIkiRcd9113HXXXVx88cV87GMf47LLLuO0004rG7yFYchXvvIVrrnmmrK0sdVq9cTghGCmPC5VA9VVO+3YsYMHH3xwRp7f45lOnDCpU4NOkoQoivp+favqVM2EBEjtPC6eFy9CCEZHR/n7v/97duzYUcZMu93utCjMziRFUXD99dezYcOGsoHgdIXAhBBlUtzY2Fjpudq+fTu//OUvufHGG1FKcfLJJ7N27VrOOecc1qxZw9VXX8273/1uhoaGyjCd1hpjLTPlcXG4zuru+vgmi565gOvDlyQJWmviOC7DK57DxxsuntrgXKbOaHGS0SMjI32v5+M0DrrdLlEUldL2U30yEVDmtzSbzXKRbDabvOc97+HrX/86V1xxRdkPzP1tmqYMDAzw4Q9/mDVr1hzIdVEzu0S43Bo3rlar5ZsseuYMQgg6nQ6NRoMwDMtQSr/ruMw0PlTkqQ0uYbTasdpVl/VzDNiV9zudIhfXTpJk6p+LA27bNE1R+1V0P/jBD3LVVVeVngtXtui0F5rNJnmel25r9/uZXlBdHyfnYXMn0bmSoO15cRMEQZmw6hLnwatDHynezJtC3AZV/fAcPm6zdZumSy6dXGHSb7hcnSuuuIJ169aRJMm09ShxHhfXgdZay/ve9z7e//7302q1JsShgyCY0AOomhQrpdxvxICcwRyXqgS68/o4Y8bj6XeyLJtQuTcX1rfZwK8GU4A74SZJUnoIXIdbf1I8cqqKi3NpUt9111388pe/BHoLGEyHambvWrlYupSSl7/85QwPD/d+u3/RdNV7zvvjvCvOaCmKYr8ApMQyczkuLkTovEHuOs3Fnl9+XZhaquX9VRn9Oq0hVWFV50WeDc/mVDPT93J/X62aMDo6ypNPPlnmE7jQRpZl5cLrOTyqHgFHXRadF8qmTZvYvn07MH2vyXIgtOZyaFwPsDzPJ7Sad+EY52lxC6ozXsowHWK/8TL9VD2Vrq/SXMYbL1OHa+oHPMubUafrPJOClHMVf9WmgAceeIDPfOYzFEVBo9GY0DAyDMPZHp6nJsyUAVbd8N3J0xklVe9KVfDR/f5gwnQFdoZrijyeIyfLsjKny93zPhQzN/GGyxSQ5zmdTqfs1VB1/88VRURPf+HCQMYY1q9fz/j4eFni7PJaqi01XEKs081x920URZgZFKDzeI4WF+qshhfdHKiTx8XzwvGGyzSgtS4b3fkJ45lJnHKuI8syrrnmGj7xiU/Q6XTKkJCraHAeQRdv/9a3vsWmTZvKx8h1PuOS/x7PkeC8hK9//es577zzSm93URRlZZ0Pycwt/Ls5RbgTrMsPqH54PDOF5UDopxrf/+IXv8gnP/lJRkdHJxgwQRAghCBNU/71X/+Vq6++mu3btx+oKkLst1m8x8VTX4QQXHzxxaxcuRKgbFvhqzvnJl7HZYpw1RlwQKrcKaT6+KoHZiYR05VDV5U4XRLuNddcw49+9CPe9ra3ceWVVwI972AURaxfv56PfvSj7Nq1qxceMoZOp0MQKJQQaO9x8dSU6vrabreBA52KnW6KN15mlmoV4HRce2+4TBEuudEZKkEQTKiO8MaLZ9WqVSxatKg0DqpVP1OFBQrdMzMmP67WmnvvvZdNmzbx+c9/foIw3ujoKHv27AEmir0VRUHYCBEIb7p4ao0zVtw9PTnf0DO9uPDcr3/9a9I0LcUsp0No0xsu04g3VjxwoMT3vPPO46STTmJsbAwpJVrrsmx+Sp/veX4/NjbG2NjYIcd7JI/n8dSBqgSAEII8zwnDsNTU8kwP1Ws7NjbGxz/+cXbu3Pms300l3nCZAbwB47HW8vWvf50777yzPJm4KjSPx/PCmNxWw+Ua+oqimcPlzmmtS+PRKQVP9XvgM0c9nhnCJc0CxHFc9inxeDxHTzWs6ajmGTqBRc/04kJD0KtmdPIK03HtveHi8Uwzkyeuk9N3Ylkej+eFYa3l+uuv54477iCKIqy1DAwMoJTyybkzgGvT4rwscRxPUN+earzh4vFMM5PbGDg12zRNjz5xrVf3XPna7P944eM96JPZmetX5Kkfdd/4hRC84hWvYPXq1aWCrusd5z0u048zUqDnedFalwUr0yEJUitf9eTqm7pPljpSdZt6qet6UJ281cRBeAG9Spox9iXrsIuPAwmWEDBgiyk2XgS2IVALB7GiV1uksBSC/Y0A/Bw9Etzp0611/SJS+VzryMF6i80WS5cuZeHChWVPLlexFwRBWWVUB6rXqtoFvZ+pvoYkScr7erpyjGpjuLibyr1Qt+n6Xj+Hj+tR4z67HIqqNeyZPaoNDB1HtZjmGdzxU3jpKzH6Fb3HmapBHgTTEIw8tolktIMEBIY2EiEDbJHjjZfnxy3i1aTsW265hT179pRaI3XGGVlVr6HzbFSN8tka28FwzUa11rUpi672C3M5b+5+cOrV/Yh7Le46u/s5CILykDaV1MZwcS+42rH2O9/5Dlu2bJnFUfUfbkI0Go3SVRrHMVmWeeNlrpCliGv+L4SUzMRb2hAhkWwRZON0haETgCkMA7kipUBPq9k0N6huUq6D/DXXXMP27dtL13qdceuzM747nQ5RFJW/m81N161rrqmtU31O07T0PNcFV+kEB3RnJgtG9huTPcruXphOj39tDJcgCOh0OjQajfJ0Mn/+fJ+8eARorctStCRJypNctTOwZ24gjEaYmck6MY2MMdPGhJAagY0CyA1FlmGpx0m27rhTttvwhRC85z3v4eGHH2br1q2zPbzDwnnAJyuC18FT4OQG7r77buI4LkMwcJRezWnC5dy45FVn9CVJQqvVqsW1PFqiKEJKyZ/92Z/x6KOPsnv37gld56eS2hgu0CsRLYqCLMuIooh7772XXbt2zfaw+gZ307sbJUkS4jjmzjvv5Gtf+1qtJrDnhWGkYKbs0MyAKCA0AbEVFAkUypBFBpN5L97hUD2VOtXkU089lcHBwTKcUXeKoqDb7ZYnadcuYnL4c6ZxHovbb7+dxx9/vDSqnIHlxB7rgLWWlStX8qEPfehZ98RcOFgqpTj77LNpNptlHtecNlycC1IIUVrMGzduZHR0dLaH1ldIKcmyjKIoaDQaKKU488wzefWrX12Kn3n6n6CIEczM6Sw0AoQlt5YCgzUFkQQhIMVnuBwuSilarVbpUf7qV7/Kr3/9676Zk4sXL+aYY47BGEOe56U3vA4brhCCJUuWsGDBAjqdDlrrUjXX5ebUIVRurWX+/PmcdtpphGFY7nn9cg8cChdC/NjHPsbTTz9dGrjTkeNSm+CfMaaUQIfeG1xNBvM8P+5aRVFEHMflhBgcHGTp0qX+Ws4htEjJRWdGPrq2Q5cEHaQQ5ogAdG4odG2Wj9rjcs/cIi6E4JWvfCULFy7si/CAEIJ3vOMdrFu3ruwqnud5KbE/20gpefe73815551XCp+5n9fBYKnicg9d5Y3zXNXFuDpS3L3tROe2bdtW5lTO+RwXoGxD7mJ//fpGzibuujnXqIs7+us4x5jR99NiC5AGpAUoKBAUUu7Xjpm6sVQXukajQZqm5cLYz7jk3CiKKIoCrTWf/exnefzxx2ux8T8fQgjmzZtHs9ksw/kDAwPle1OH1zAyMlLK/buqyjqVQTucxy3LsjKZuG5JxEeKtZYoiuh2uxO8SK4Fw1S/B7W5Uu4FVrOT54L7bDZwN44zAH2/Ds8Lwd05xoKm92GxoPNpMaDiOC49hkEQoJTq+xwAdwhzXuUgCLjiiitYvHhxX8xNZ6A4T8Hg4GC5xtThfamWabvrqbUmz/ParX/Ow1Yt1a6Ov19xr8PN2eksrKmF4dLPb1bdcIuJqyZyX091B2KPZzqYrAdhjOGcc87hLW95y5xYJ7TWdDodrLVs2bKl3Fj7nbnw3swE1bwWF9Kqm2F1NFTFFF1i7nRGTWphuHimDtcHJ47j0i1922238eUvf7l2LlOPZzLO1e8WwaIoWLVqFaeddtpsD+0F4zwtbrPasGEDe/bs6YscF8/U4TZy571yHop+xlUPDQ8P85GPfIRFixYxMDBAEATecPE8P1V3tEsCe8lLXsLb3va2vo6hel4cVBW0ncfQVYlA/7YBMcYwPj6OUoo4jsuf+/yzFxd5npeJrFXPRL973aphxFNOOYVms8nY2NiEgpupxO9kcxSnIpnnOXv27GHz5s1+gfTUHreRO68hUCYw9jNCiAml0ECZtNjvrw3616CcDaIootFolMmrToemn6+hC3e5xGiYmMMz1fT/jOkDZvKGDMNwQu+LOI5JkoQnnnhixsbgOTh1qb6oOy5Rv9PplPkuc+FU6rxJVYn6qiHjmfsIIXjqqae44YYbSj2calFKv+KMr2pFq1Nx96GiPsHdkLNRxukE/HyDxfrgNqfLL7+c8847b8KJGw7Eh+v6Ab37yN1T1YV28oLrjI7JBloQBGVl0KE+3L3qOvyeeOKJvPOd7yylEvoVIQSNRqMshQZmXXH2SKiqvM6F8vTZZPv27fzHf/zHBA2cfr+eUkqklKUwoVsr3Jx+vrXFVSO5/lfPF17qj1lTc4IgKHssuSqB2TIYqjeD20AeffRRfvKTn/T95Oh3Tj/9dM477zyOOeYYFixYwPz58xkYGJh1w+RwDZfJEt7OmHGfXSKeM5zd4gWUHhMX9jnUczm3+cknn8w//MM/8LrXva5cGPuZPM8JgqCsLHEel36Zl0mSlLo61Zyjfhl/HaiWlbtKHJgbkv/uNS1evJgPf/jDLF++nAULFhxyjQvDsFxP3AHPtcE4FLUSoOtX1q5dywc/+MHyYru4nuu9VF3AZwOvQDy7VHM2PvjBD5YeBKUUP/jBD/jCF75Q+/en2tUWevfUtm3b2LdvXxmaHBkZYcmSJTzxxBOkaYoxhuHhYY4//niAMuzjcq8m43rLWGtptVp88pOf5BWveEVZNuoqMPoVt1hXtaqAWoqkTcYYw7XXXsu6deu45JJLAOZMfo7nheNKn51h+9a3vpVzzjkHKSVf+tKXuOGGG57zXnHeFjfP3/Oe9/CjH/3okM/Xv6tAjRgeHmb58uXl4u7cXdVTpOfFjYv/rlq1ihNPPBHo3R8nnngib3/722t9n1RP1C4M6hakH//4x6VW0Otf/3p+//d/n8997nNs2LABgHXr1vHnf/7npUGSpilRFD3niaqa4LdkyZKypN8Y09dGi+vjMjQ0VHpkTz31VG677Tb27ds328M7LLZv387OnTsByhy6yWFPz4sTt/e5HEuAM888E2st/+N//A8+8pGPHHSNc/O9mv83MjLC29/+9kM+X/+uBDWj6jJ1rm63WNd5U/JMP1LKsnGoEKLcmKMoIooili5dOttDPCROvDDLMuI4LuXUP/zhD/PBD36w9Bg0m03CMOTqq6+eYOy4/BRjDI1G45AG/WSlZ5fr4iTF+xUhBM1mEzgQ0//Qhz7EzTffzL333jvLozt8ql6i6veeFzfVPc/N4TRNaTabLFiw4Dn/L03TMnTqcmSklIRheMjn836+KWDTpk1873vfm1D94GO/niouJ6SaiAbPTm6tI85gCMOwDHu5+PTQ0BBBEDA0NFS+NiklrVar1KlwBnwURc+rFOvyxNzfubnkNv1+xuWGuLBhHMd9kzwvRK8p5FlnnTVhbfNeZQ8cuLedeKRSqpz/h7q/3fpX3TMPJwRZ/1WzD3jiiSf47ne/+6yEKz+pPQ63qbuJCT0PRt03LreYOHXPoigYGBgoQwVAeVJypy3X2FNKydDQUNlc0CV0usc9GNXEPaUUYRgSBEF5zfp1PjlDz60R7rqmadoXr0kIwWte8xpOOeWU8jVUk6w9h497/13lKfR/VdFkBeBqIv9z4QTrXIjJfXbrx6HwhssUUW2c5aos/IT2OCZn0rtN2f2urlQTSt2Y3Wtwxkmj0Si9B24Bq25srvIoDMMyKfm5XrMQvXL+ZrNZntwOlRPTL1Tfe2es9oO3rYrT5XDvs+fIcdfvjjvu4Atf+MIETZ9+pnpvu0OHqyw81FyvVr+6vbMqvfBc+ByXaaBqafoTiWfy+z85T6BfqFbETN64ql7G5+JwXm/1/5/r637Gnbar60M/4EPfU0Oz2STPc9rtNo8++mjfK+bCc69vB/vdof7/SIxhb7h4PB7PLNHvm5ajXwyw2caFBl2o1Xnf5sp9MFN4w8Xj8Xg8nhnAJaGecMIJXHLJJWWIqJ8r5maD/vJVezwej8fTp7icr9NPP51Xv/rVhGFIURS1FyCsG95w8dQK73L2ePoPH+o4PFxS9t133803v/lNkiQp5QU8h483XDy1QkrJwoULUUpN6Ovh8XjqQT/My8kFEnXBJWfv2LGDDRs2lFVzdRpjP+BzXDy1QQjB0NAQ7373uxkZGZngPn0+JUWPxzO9VBWN3dysdgGuA65iy2kKue+dmOFs4wwXhysHdsJtnsPDe1w8tUEpxfj4OF/4whfYuXNnmXVfXTA9Hs/M4yphXPmuMw6yLJsgLDibOC+Q0xBxeiB1MVqg1/7CaZZUBSn9+nZkeMPFUxucQuvu3bsByoXSi/l5PLOL67XkPCxpmgIHFKHrgBtj9aDjmnPWRTMpSRKMMRRFUXqRvdFy5NTj3fR4oHTpukZ8zn1a93i6x/NiwHldoOc5cC0rZjvEMXl9cIaLWzvq5NFw4znjjDO48sory5/1c+fz2cAbLp7aUBQFrVaL973vfSxcuLB0qR5KIt7j8Uw/rone5J/VyePSbrdpt9vlmJIkOaxOwzNNFEUsWbKE0047jSAIysabnsPHGy6e2iClpNPpcP311zM2NvasRmQej2d2GBoaotVqldU6Wuuy2/dsb7ouV+Rb3/oW9913Xymr7/Lj3N/UBWstt912G1/60pfodrsYY2o1vn7AGy6e2mCMIc9zNm3aRLfbLRv3eTye2eWyyy7j7W9/+4SwjNa6DMnMNkIIzj33XFasWEG32y1DzVEUYa2tTXKuW89cr6IgCMqEXc/h4wNrntrgFkRXsdCPHXQ9nrnI8PAwQ0NDpXejmpNhjJnVeeqMqQceeICnn366HIv7ed3WkKIoOO6443jpS19au7H1C/6qeWqPP414PLOLC7s4z0VV7bUO81MIwRVXXMEFF1xQhpcbjQZZls26YVXFWkscx5xxxhm8+c1vJgiCWiUP9wv1eDc9Ho/HU1u01mVoCKhlKW9RFLTb7dJj67xDznipC9ZaNm7cyLe+9a2yS7TnyPCGi8fj8XgOyfe+9z2+9rWvlZtsnTSWXD7Ll7/8ZTZs2ECj0cAYQ5ZlZUl0XXBVRLt372bDhg0URYGUslZj7Ae84eLxeDyeQ/L000/zzDPPIKVEa12WHNdJY2nTpk2MjY2VSbkutFWXMBEcyAey1tJsNkujr05j7Af81fLUCnd6qsti6PF4evPSba5RFAE9r4vWetY9LlWiKCIIAjqdTvmzOulAGWMIw7AMYdUpT6if8FVFU8Tkjbaa0e56e8zUONxzua/7yQhoNptcdtllDAwMAJQxYD+xPZ7Zo2q4uHyROI5nc0jPQilVtiKAAx2i65T8aq2l2+2WX8MBHRq/xh0+3nCZQtyN6HQDqk2/Zur5q65Il/nfTxNCSsnIyEgZm3baLu4k5fF4Zp6qF7Su8zDLsgkGSp30WxyTQ2ve43J0+FDRFKCUKmOqSZKUCVcz7SlwRkqSJKUL16lc9kvmulPO3bdvX+ltqUMCoMfj8Uwnfo07fLzhMgWsXbuWq666qrSkpZSlDPZMJl25THq30UspSZKEsbGxWZflPhycpyiO49J16nsVeTz1x89Pz0ziDZcpYGRkhBNOOIEwDMsQh5RyxvvsVPULnIt08+bNfPzjH58Q+60rLszlus4CZQOyusSoPR6PxzO7eMNlCtixYwc///nPSZIEONDDw6kizhSug6sLERljKIqCXbt29cXG70osqwl1/TBuj8fj8cwc3nCZAh5++GG+9KUvlUlrTutgpnEt3F1CsDGGhQsX8vrXv762CXVVnKy4S6oLw5AwDGuXYOfxeCbiDxiHT/Vg6Tk6amW4FEXxrDezHyaEq3xxiZMru54AABO+SURBVKRBEJTeg5kWFnK5IS4/ZPHixbztbW+j2WzO6DiOBuepstaWBpjLefECTR7P7OHWMhe6hYnVk57Dx1rLmjVruPLKKyfkBvnrePjUajeovolZlvVFQulknNEQhuGsGC6ueijPc4qiYPv27Xz605+eIMhUd3yIyOOpF0II0jQt1zfX/8dJ/3sOHyEEq1at4qKLLprtofQttTBcnOaIK39N07TMEZkLFSUzKT7nQlRKKaSULFiwgDe/+c1lU7S64w0Wj6d+uPXYrdWugtF7Qo+cqqeq3/e22aI2d12WZaWXxeVqxHHsXZFHiKtqchVNzWaTFStW+Ani8XheEFEUTei47MK53njxzDS1ueNcQqm1liiKuO+++3jkkUdme1h9RdWN61y5Li7tjT+Px/NC2LhxI9u3by8FN/M8J89zb7h4Zpxa3HHO/VgtH/72t7/NvffeO8sj60/CMHxWabH3uHg8nhfC9ddfz+23316GOoIg6JsQtGduUYsaWSEEzWZzQjms1hpjTN81CZxNqr2RGo3GBLn/frmGBzOw5kIsuF+u/1RQbfI51Y/pmR3c2myMQSlVqlvDgUaonhcvhzPXq+v4c60RkxsEPxe1MFxgYjWOM1jgxbXgv1Ceq2FXvy36zlvkSi+llGWidj/iTqjuw2nquE1gpnEeuGrCpZMhcNe+Ou5qh3OtNUEQlH+vlCqTNZ1yc7UqzAkiuiR793ju9bsGmu531aRF97yTO6z32/08F3DzsHpv9Ot89EwPLloyeY67+6bb7dJqteh0OuzevZsgCFiwYAHQixJ0u92yPc2iRYtoNBrP+Vy1MVyqXoFqGbE3XI4Mt7D04/VzxqvzFrmfwcz2fJpqtNYkSUKj0UApxebNm2m32wAz5g2z1jI0NMTQ0FDZRXfHjh3Ecczq1asxxhBFEVu3bmXv3r0AzJs3j+XLl/PUU0+xfft2Go1GmegtpeTJJ59k165drFmzpqxie+qpp3jyySdZvXo1Q0NDpZGmteaxxx5j8eLFDA0NAb339plnnmHnzp3loSXLMpYuXcoxxxxT/p+7Pq6lhmfmqa7N1Q/3M8+LF3dvuKIQtxbs27ePzZs3l0ZLo9EgCAJ+9rOf8c///M8AfPjDH+acc84B4MYbb+SLX/wirVaLj370o7zpTW96zuesjeEymX7acD1TgxCiTPqrnrr72WiBnnHiQqH33HMP733ve3n00UfLk0jVwzhdWGs544wzuPjii3n66afZtWsXN998MytWrOBv//ZvabVaFEXBZz/7We644w4Azj//fN7//vfz1a9+lfXr17NixQr++q//mqGhIay1/Mu//AsPPfQQH/nIR1i2bBlaa/7t3/6NW265hb/5m79h1apVGGPKEv1rr72WSy65hFNPPbWUP7j22mu59dZby/Bmt9vliiuu4E1vehMXXHABrVZrwqnNMzv4a+85FFWxUCEE4+Pj/OM//iOf//znSy+qW9PTNC11xa666qpStHVsbKwsKvnTP/3T/jRcPC8+XHJ21QvR6XSI47ivT9pu0m7YsIG/+qu/4q677kIpNeNtIW655RY2bNhQVu6lacrGjRv5wz/8w/J6Ow0lgPXr1/PTn/60XEzGxsZ45zvf+SwRsg984ANl6CjPc7TWXHXVVRMMTrdg3XjjjRNCP0VRoLUmjmN27tyJUoovfelLXHfddVx11VW8733vo9VqlV3P+92I9XjmIm5NsNbSbrf5p3/6Jz71qU8xPj5eemBc2LjVahGGIXmes3v37jLsKKWk0WiQZRl79uw55PN5w8VTG/I8Byg3QXeTu4aL/Xrqcxv1D37wA+66664yfDLT/UqcZ8cZDC53KEmSCaHFqrfTLTYO9164nCNrLZ1Op1y03N9Wc1tcXkzVOHLfOxEz99nlvIyOjvKpT30KrTV/8Rd/MSHs5PF46kWWZeWc//SnP82nP/1put1umQ/n2rhorcmyrCyjj6LoWaKGbn05FP744qkNURQxPDzMe9/7XhYsWIDWutzk+p2f/exnfOtb3yqbXzr5dPfanMEw3R/OsKgmC7vYtDNKHNWfA6VhobUmz/MJuQ4ulOMWKDhg5LjTlpSy/JkL/4RhWBox1V5VSinGxsb4r//6L98pvAb4a+85FG4udzodbrjhBkZHR0uDpBoSd7g1wBVguDSB6pp0yOeb7hf0YqMO1VD9usjneU6z2eTiiy8uw0aNRmNO5Dc8/vjj/OpXvyLP8zL05fI8Zuq9qp5s3PMWRcHAwMAE3Z/JBon7X2dYRFFEEASkaYoxhjiOyxBf9e9dFZJ7vmpVlXss5/1xFQSuqtBdkziOJ3io+pXneo/75TVNHudkA3cm1xv3fFWDtp89snOB6uHFGSlKKcIwnHBYcXO7mg7gSu2dt8UdcA5F/x9la0LVRe7c49XE0pmaVG6T0FqXQnT9grPA3U3vNsi5gJu4cRyXyccHO4lMNwdbENrt9mGNwS00WZZN+D5JkrK0+VAbWLVc0oWJqrlM7hoppUrDzj3mXBA6q1bmOEPOyebXnerhwa0xLgxQrTCaTtx1cs/vDgFV48UzO0wONVf3QGewOLIsK72zbh5U37vD0W7rn12t5riF1p1Cq8lKM0V1Qalare12uy9OI5O9VdUx98P4D4WL/1a76brvZ5sjNZwmbxLu/w/3Xq+WT07+mUtYdsaR26Bm0ribTlyYzbnHq16qOjNZfdt5RGfD2+KMWZfI6b53OXKemcddf3dYdx6w51q3Dzb3n+v7g1H/GdMnuJNis9kEKBfbma4ccdZr1cW+fPlyXvayl/X95t/PuKqoOI4ByqS0ueJRmkpcOKnqlZoLxos7WFSF+jqdTl8YLg5naHe73TJPaSbHX82VcocB99HPlYf9TlW6wu0zVXXlqaZ/ZkyNcVURSZKUb6BTCp1JY8E9b5qmE3IKzjvvPN74xjf21QI513Diae12uzxle/f2waka3W4xdEnN/YwzVF2SM8Dw8PCMH26OBiEEl156Keeff/6EkM3/397ZvET1hXH8e++d9yltEs2kUkwDoUXQQpKISApKKGgVBBFtgh8G/gdWi9btWtUyEHIpURAto6C3VS+gUKSYGaGTzp2ZO/f+FvI9nbEXFZ2Ze2aeD4Q1m45zzz3nef0+LK6s5jqAlYiPnmZ98uQJnj17VrV1CL/DuhV9VE+l9obcZFtAX18fhoeHYds2lpaWygoVq+lRc9PwpQ6CQBkxEm2pLTQkAZTVd5h+GW81zI3ncjkAK5HL5eVlo0c+EOb+9RQR28DDjmVZOHLkCLq6utS/+TtU82xh/ZPneaqOLx6Po7OzE+3t7VVbh1COLodA1etisYhoNFqR/RHaN8YkT7SlpQUHDx4sG24IQBkN1UQX+2Hqih0gJn2n9UZTUxMymUxZEStbCIVf0ItPp9NwHAcfP37E7du34bqu8TUM9EgZYeEhb4rhwvQWxzOs7jyrJlRbZSSut7cXPT09VV+HsAJTd8lkEteuXcOuXbtUNLES907o3hiGz7u7u5HJZIyKFDCszZSRHvKuFvSE9HSEbdvo6upCR0dHVdci/OLkyZO4ePGiOvQBqBZAoRzf91WUxXVdTE5OAlipCzIZpm4ZiW1qasLo6Cja2tpqvbQ10TtA6Enrn1V7LUy5seal2o0Qm0G/0+ol4qorgR84cACxWAzZbLZiUdLQGC56OqNUKuHSpUs4fvy4MRoeVAG0bVvpYuh97dVA9370kDQADA0N4cKFC0Z8l/UG216TyaR6RtwrQjm2bSudG0ZYVo8OMBW92JgOWlNTkxH7QG9zZUcRqeb6eabxJyeLm7IvuG5dh6bakgiVIpFIKOOF5QqVkuQI1Rujt/PqL4hJlrT+p9b/v74OmfNSO3joDw4Ooq+vT+kYmNIKW22o/aB706ZcTH9DF+Bi2lZXEg47TGvqhZf8vFrp8L+dbybtDXYT6srV61GKDTu6Em5zczPOnTuHSCRSsYhyaE5NRgY8z1OTI+Vg3xpMerHrEXbFDAwM4PDhw7CslYGDUt/yO7qqsG3b2Lt3Ly5fvlw2GsFEdEOVKULP85BIJIz4nYIgwNjYGF6/fq1SeQCMMxxqjS48yKgEYP4ZzfWn02k0Nzfj/PnzSlG7EtGk0FgFhUJBeR/RaBSxWAwjIyPo7e2t9dIEYVPQyy4Wi6qbiKMMwiBAFyaKxSJyuZxyWNrb23Hs2DEA5tcDBEEA13URjUZVe3w2mzXCObMsC2/evMHU1JRK5xUKBdUVZfrFWy1830cqlVLF5nz2pu9tYCXQkMvlyqQ4KqXzE5o3hlXiTA/Zto2enh7s2LGj1ksThE3BYmm9Bsl1XVXELfyCysJMF7NbIZ/PG3HB/wumv2nIZrNZjI6O4uvXr7Ve2pro+lSrZ8wI60efzaXP+zK91R9A2Rw2vQ6prruK+EAdx0E8Hlf5bVEWFeoBpoWo9skBZGK4/A7PAnqkpVIJyWTSiJTKv6AH6jgOUqkUSqUSPn36ZMQeoDNJxzIWi6nIkQgprh+OhZmfn8f79+9VQWs9GICMrjDaQqOlrnVc+IsyZ8q0kenaDYIAQFXYx+NxVeBYD1GErYaHnj4Hh2MSTLjg10KXKQDCM69qLWhAFotFFQnj52K0bAzHcfDq1Svcu3fvtwGEJqMX0tNRq9SojtCcmnoone2iglAP6O2v/DtrukyQe68mkUhEda8AUAJjlZQPrxYsxtQnxpvSCku5CnZD0bgEqtsObTo0ALu7u3HmzJkyMT/T0bu8+L5W6veSHScIQqjwfR+xWKxsPhEvTFNZz5TcMGPbNs6ePYv+/n51KXHmkkTF1w/Tbb29vThx4oT6zHVdY/bCRpAhi4IgNAw88OjVS9ttbXEcBy9fvlQqxpFIRCno1kNhabVg8fnPnz/x48cPlV6hkJ6wPsRwEQQhNDDnr6fQWKhfjx6pKXieh5mZGXz//h0AVGEuYE7UKCxYloUXL17gzp07Kp1icjSxFkjLjiAIoeFPkRV2rsjhXjt4uerPRh9hIKwfx3GQz+cxNzdXNnRT9vf6kW9KMALx6hoDfb5JqVTC7OwsHj9+bEQBaz1DtV8WmFO6oh7k6qsJpRA6Oztx6tQpADButE0YEMNlg0QiEaTTadUFRW9Q2Dz04NiBIx5I4+F5HjzPU89/dnYWY2NjyisV77426FIVlKmQeVsbx/d9uK6Lvr4+nD59Wn0ej8frZm8z/fWnKN1WITtunViWhXg8Dtu2USgUkEwmkUgkAECK07YQTk0uFArwfR/FYlEMwwaC7cG+76OlpQUAkMvl1GwcoTboES+OZeHnprepVxsOJLQsSwmsmm600OEAUNbuXymjVgyXdaLrSNi2Dc/zlMRxa2ureB1bQDQaVeFoannUk0CTsDZBEChV1oWFBZRKJTx//hz3798XA7aG6CkiRkWpbCxnn8CI3PLycpmEgf5zK5Edt0H4ovKl7ejowM2bN+tCkrzW6BLverpIDJfGQ3cSFhYW8PnzZ3m/asyePXvQ1tYG3/extLSk0kaCwH0Qi8Xgui7evXtX0VEGYrhsEMdx1LwZtmlu377d+FBfGLAsC4lEArFYTI2AYChVDsjGgGnCIAjKlGaZmhBqg2VZuHTpEo4ePareU6aJJFUkAL+kDObn53Hr1i0sLy9LqigMcCy9Hg2Yn5/HgwcPQq0eacqlb1kWcrkcPM/7bR6KGIaNAXP/3AusHzNlD9crNFb4PHzfV+JzMghXAKAGiHKQJI3ahizODdMcB7b+6fMlbNtGa2traNb4N0yYQBqNRnHlyhXs27dPWeqr86VCfcPnzpw5C/7k+dcepnE9z0MikVAOnDwbgXchI+UcbRCLxeq7xsX3feTzeXieh3w+jyAIkEql8N9//yGTydR6ebBtG+l0WhWmsYq6tbUVg4ODofc6Hj58iLGxsVAfMo7j4NChQ0ilUgCgXgSJuDQWeqdKEARIJpMydLXG8MzjhUTvWgpzBcIzWh8qW6k0Ymh2ned5ZZe/ZVnIZrMYHx/H4uJiDVe2AgWYqOGSSqUQj8fhui4+fPgQ+mjGly9fMD09Xetl/JN8Po8bN25gamoKAJTRIiJXjYM+RZsCZwMDA7h69ap49yFgdYurPhFYaFx0ZyMajaKrq0tJG9R1qogeFQd30bqfnp4um1tSS3zfV3oSS0tLAIBv375hYmIi1DUugDl1Irt371bhxSAIyoSvhPqHNRPFYlEV527btg2ZTEa8e0EIKey2jUQiyGQyGBoaQiKRqP/iXL1+hNDrCgu0Knmoep6Hzs5ODA8PSyh7C4hGoxgeHkZnZycAqO9YLqzGgfpIen0LDdewRzUFoZFhVmJubg53795FPp+v2P0dmhuhWCzCcRw4jgPXdVX7Y5g8bYpj8WE4joOZmRmMj4+HPuJiArpMNFMCfzJohfpFT0XwnXr79i2ePn0qBqwghJRSqaQKc4FfmZNKEZqTgDLIjuMgFouhVCqhUCigUCjUemllsFednUWLi4uYmJhAoVCQy3WTsMWcs2r4HQuNxeo5J5OTk3j06FHF8uWCIGwO3eFMJBIYGRlRwyMrEXUJjeHCIVM0VMJ4abFK2nEcBEGAXC6H/fv34/r160ilUlI4uAWwxkHSA42NHmXjTBcxWgQhnHCunOM42LlzJ/r7+1U7dCU6iyy5bAVBEARBMIXQRFwEQRAEQRDWQgwXQRAEQRCMQQwXQRAEQRCMQQwXQRAEQRCMQQwXQRAEQRCMQQwXQRAEQRCM4X/9HGZMWsyO6QAAAABJRU5ErkJggg==\n",
            "text/plain": [
              "<Figure size 1296x720 with 1 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "_sKjXBggegsq"
      },
      "source": [
        ""
      ],
      "execution_count": null,
      "outputs": []
    }
  ]
}